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The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network
Although the use of computer color matching can reduce the influence of subjective factors by technicians, matching the color of a natural tooth with a ceramic restoration is still one of the most challenging topics in esthetic prosthodontics. Back propagation neural network (BPNN) has already been...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4385598/ https://www.ncbi.nlm.nih.gov/pubmed/25873990 http://dx.doi.org/10.1155/2015/816719 |
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author | Li, Haisheng Lai, Long Chen, Li Lu, Cheng Cai, Qiang |
author_facet | Li, Haisheng Lai, Long Chen, Li Lu, Cheng Cai, Qiang |
author_sort | Li, Haisheng |
collection | PubMed |
description | Although the use of computer color matching can reduce the influence of subjective factors by technicians, matching the color of a natural tooth with a ceramic restoration is still one of the most challenging topics in esthetic prosthodontics. Back propagation neural network (BPNN) has already been introduced into the computer color matching in dentistry, but it has disadvantages such as unstable and low accuracy. In our study, we adopt genetic algorithm (GA) to optimize the initial weights and threshold values in BPNN for improving the matching precision. To our knowledge, we firstly combine the BPNN with GA in computer color matching in dentistry. Extensive experiments demonstrate that the proposed method improves the precision and prediction robustness of the color matching in restorative dentistry. |
format | Online Article Text |
id | pubmed-4385598 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-43855982015-04-13 The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network Li, Haisheng Lai, Long Chen, Li Lu, Cheng Cai, Qiang Comput Math Methods Med Research Article Although the use of computer color matching can reduce the influence of subjective factors by technicians, matching the color of a natural tooth with a ceramic restoration is still one of the most challenging topics in esthetic prosthodontics. Back propagation neural network (BPNN) has already been introduced into the computer color matching in dentistry, but it has disadvantages such as unstable and low accuracy. In our study, we adopt genetic algorithm (GA) to optimize the initial weights and threshold values in BPNN for improving the matching precision. To our knowledge, we firstly combine the BPNN with GA in computer color matching in dentistry. Extensive experiments demonstrate that the proposed method improves the precision and prediction robustness of the color matching in restorative dentistry. Hindawi Publishing Corporation 2015 2015-03-22 /pmc/articles/PMC4385598/ /pubmed/25873990 http://dx.doi.org/10.1155/2015/816719 Text en Copyright © 2015 Haisheng Li et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Haisheng Lai, Long Chen, Li Lu, Cheng Cai, Qiang The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title | The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title_full | The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title_fullStr | The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title_full_unstemmed | The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title_short | The Prediction in Computer Color Matching of Dentistry Based on GA+BP Neural Network |
title_sort | prediction in computer color matching of dentistry based on ga+bp neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4385598/ https://www.ncbi.nlm.nih.gov/pubmed/25873990 http://dx.doi.org/10.1155/2015/816719 |
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