Cargando…
A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation
To assist physicians to quickly find the required 3D model from the mass medical model, we propose a novel retrieval method, called DRFVT, which combines the characteristics of dimensionality reduction (DR) and feature vector transformation (FVT) method. The DR method reduces the dimensionality of f...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4886059/ https://www.ncbi.nlm.nih.gov/pubmed/27293478 http://dx.doi.org/10.1155/2016/4738391 |
_version_ | 1782434575722479616 |
---|---|
author | Jing, Zhang Sheng, Kang Bao |
author_facet | Jing, Zhang Sheng, Kang Bao |
author_sort | Jing, Zhang |
collection | PubMed |
description | To assist physicians to quickly find the required 3D model from the mass medical model, we propose a novel retrieval method, called DRFVT, which combines the characteristics of dimensionality reduction (DR) and feature vector transformation (FVT) method. The DR method reduces the dimensionality of feature vector; only the top M low frequency Discrete Fourier Transform coefficients are retained. The FVT method does the transformation of the original feature vector and generates a new feature vector to solve the problem of noise sensitivity. The experiment results demonstrate that the DRFVT method achieves more effective and efficient retrieval results than other proposed methods. |
format | Online Article Text |
id | pubmed-4886059 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-48860592016-06-12 A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation Jing, Zhang Sheng, Kang Bao Comput Math Methods Med Research Article To assist physicians to quickly find the required 3D model from the mass medical model, we propose a novel retrieval method, called DRFVT, which combines the characteristics of dimensionality reduction (DR) and feature vector transformation (FVT) method. The DR method reduces the dimensionality of feature vector; only the top M low frequency Discrete Fourier Transform coefficients are retained. The FVT method does the transformation of the original feature vector and generates a new feature vector to solve the problem of noise sensitivity. The experiment results demonstrate that the DRFVT method achieves more effective and efficient retrieval results than other proposed methods. Hindawi Publishing Corporation 2016 2016-05-17 /pmc/articles/PMC4886059/ /pubmed/27293478 http://dx.doi.org/10.1155/2016/4738391 Text en Copyright © 2016 Z. Jing and K. B. Sheng. https://creativecommons.org/licenses/by/4.0/ 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 Jing, Zhang Sheng, Kang Bao A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title | A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title_full | A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title_fullStr | A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title_full_unstemmed | A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title_short | A Novel Medical Freehand Sketch 3D Model Retrieval Method by Dimensionality Reduction and Feature Vector Transformation |
title_sort | novel medical freehand sketch 3d model retrieval method by dimensionality reduction and feature vector transformation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4886059/ https://www.ncbi.nlm.nih.gov/pubmed/27293478 http://dx.doi.org/10.1155/2016/4738391 |
work_keys_str_mv | AT jingzhang anovelmedicalfreehandsketch3dmodelretrievalmethodbydimensionalityreductionandfeaturevectortransformation AT shengkangbao anovelmedicalfreehandsketch3dmodelretrievalmethodbydimensionalityreductionandfeaturevectortransformation AT jingzhang novelmedicalfreehandsketch3dmodelretrievalmethodbydimensionalityreductionandfeaturevectortransformation AT shengkangbao novelmedicalfreehandsketch3dmodelretrievalmethodbydimensionalityreductionandfeaturevectortransformation |