Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization

Detalhes bibliográficos
Autor(a) principal: Veloso, Fernando
Data de Publicação: 2019
Outros Autores: Torres, Helena R., Gomes-Fonseca, João, Oliveira, Bruno, Ruediger, Mario, Hahn, Gabriele, Pinho, António C. M., Correia-Pinto, Jorge, Morais, Pedro, Vilaça, João L.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/11110/1936
Resumo: Deformational plagiocephaly (DP) is an asymmetric flattening of the occiput, which can be caused by a preference for a sleeping position or a restriction of the head rotation. The absence of a standardized method to quantify the severity of DP is problematic, being the severity of the condition the main factor for the recommendation of a specific treatment. To improve the quality of assessment of DP and thanks to the recent emergence of novel software solutions to process pointclouds, 3D surface cquisition of the infant’s head is performed. Although these strategies proved their added-value, they have high costs and require medical training to learn how to correctly manipulate the geometry acquisition system and the software. However, no 3D synthetic and realistic models are currently available, hampering the development of novel methods. In this sense, the future purpose of this work is to generate an artificial benchmark of 3D models of infant heads with deformational plagiocephaly and make it freely available to potentiate the development of these novel methods. Thus, a selection of the best parameters that characterize plagiocephaly is here performed. To create a parametric shape model, measurements retrieved from state-of-the-art studies and 40 clinical magnetic resonance images of infant heads (33 with normal shape and 7 with mild deformity) were extracted and evaluated. We expect to apply these parameters in a future work, on an artificial intelligence framework to generate the models.
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spelling Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterizationdeformational plagiocephalyparametric modelingdeformational plagiocephaly3D head modelsDeformational plagiocephaly (DP) is an asymmetric flattening of the occiput, which can be caused by a preference for a sleeping position or a restriction of the head rotation. The absence of a standardized method to quantify the severity of DP is problematic, being the severity of the condition the main factor for the recommendation of a specific treatment. To improve the quality of assessment of DP and thanks to the recent emergence of novel software solutions to process pointclouds, 3D surface cquisition of the infant’s head is performed. Although these strategies proved their added-value, they have high costs and require medical training to learn how to correctly manipulate the geometry acquisition system and the software. However, no 3D synthetic and realistic models are currently available, hampering the development of novel methods. In this sense, the future purpose of this work is to generate an artificial benchmark of 3D models of infant heads with deformational plagiocephaly and make it freely available to potentiate the development of these novel methods. Thus, a selection of the best parameters that characterize plagiocephaly is here performed. To create a parametric shape model, measurements retrieved from state-of-the-art studies and 40 clinical magnetic resonance images of infant heads (33 with normal shape and 7 with mild deformity) were extracted and evaluated. We expect to apply these parameters in a future work, on an artificial intelligence framework to generate the models.This work has been supported by “SmartORTHOSIS - Ortótese inteligente personalizada para plagiocefalia posicional”, with the reference NORTE-01-0145-FEDER-024300, financed by the “Fundo Europeu de Desenvolvimento Regional (FEDER)”, by “Programa Operacional Regional do Norte” (NORTE2020), and by Fundação para a Ciência e Tecnologia (FCT).The authors acknowledge FCT, Portugal, and the European Social Fund, European Union, for funding support through the “Programa Operacional Capital Humano” (POCH) in the scope of the following Ph.D. grants: PD/BDE/113597/2015 (João Fonseca) SFRH/BD/131545/2017 (Fernando Veloso) SFRH/BD/136670/2018 (Helena R. Torres) SFRH/BD/136721/2018 (Bruno Oliveira)2020-06-29T11:03:22Z2020-06-29T11:03:22Z2019-08-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/11110/1936oai:ciencipca.ipca.pt:11110/1936enghttp://hdl.handle.net/11110/1936Veloso, FernandoTorres, Helena R.Gomes-Fonseca, JoãoOliveira, BrunoRuediger, MarioHahn, GabrielePinho, António C. M.Correia-Pinto, JorgeMorais, PedroVilaça, João L.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2022-09-05T12:53:16Zoai:ciencipca.ipca.pt:11110/1936Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T15:02:13.539770Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
title Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
spellingShingle Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
Veloso, Fernando
deformational plagiocephaly
parametric modeling
deformational plagiocephaly
3D head models
title_short Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
title_full Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
title_fullStr Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
title_full_unstemmed Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
title_sort Synthetic infant head shapes with deformational plagiocephaly: concept and 3D model parameterization
author Veloso, Fernando
author_facet Veloso, Fernando
Torres, Helena R.
Gomes-Fonseca, João
Oliveira, Bruno
Ruediger, Mario
Hahn, Gabriele
Pinho, António C. M.
Correia-Pinto, Jorge
Morais, Pedro
Vilaça, João L.
author_role author
author2 Torres, Helena R.
Gomes-Fonseca, João
Oliveira, Bruno
Ruediger, Mario
Hahn, Gabriele
Pinho, António C. M.
Correia-Pinto, Jorge
Morais, Pedro
Vilaça, João L.
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Veloso, Fernando
Torres, Helena R.
Gomes-Fonseca, João
Oliveira, Bruno
Ruediger, Mario
Hahn, Gabriele
Pinho, António C. M.
Correia-Pinto, Jorge
Morais, Pedro
Vilaça, João L.
dc.subject.por.fl_str_mv deformational plagiocephaly
parametric modeling
deformational plagiocephaly
3D head models
topic deformational plagiocephaly
parametric modeling
deformational plagiocephaly
3D head models
description Deformational plagiocephaly (DP) is an asymmetric flattening of the occiput, which can be caused by a preference for a sleeping position or a restriction of the head rotation. The absence of a standardized method to quantify the severity of DP is problematic, being the severity of the condition the main factor for the recommendation of a specific treatment. To improve the quality of assessment of DP and thanks to the recent emergence of novel software solutions to process pointclouds, 3D surface cquisition of the infant’s head is performed. Although these strategies proved their added-value, they have high costs and require medical training to learn how to correctly manipulate the geometry acquisition system and the software. However, no 3D synthetic and realistic models are currently available, hampering the development of novel methods. In this sense, the future purpose of this work is to generate an artificial benchmark of 3D models of infant heads with deformational plagiocephaly and make it freely available to potentiate the development of these novel methods. Thus, a selection of the best parameters that characterize plagiocephaly is here performed. To create a parametric shape model, measurements retrieved from state-of-the-art studies and 40 clinical magnetic resonance images of infant heads (33 with normal shape and 7 with mild deformity) were extracted and evaluated. We expect to apply these parameters in a future work, on an artificial intelligence framework to generate the models.
publishDate 2019
dc.date.none.fl_str_mv 2019-08-01T00:00:00Z
2020-06-29T11:03:22Z
2020-06-29T11:03:22Z
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