Extraction of tooth cusps based on DBSCAN and neighborhood search algorithm

Q3 Engineering
Wanjie Yang, Ming Zhou, Jintao Zhang, Maoyuan Qin, Zhengyun Zhu, Dan Li, Baolong Liu
{"title":"Extraction of tooth cusps based on DBSCAN and neighborhood search algorithm","authors":"Wanjie Yang, Ming Zhou, Jintao Zhang, Maoyuan Qin, Zhengyun Zhu, Dan Li, Baolong Liu","doi":"10.1615/critrevbiomedeng.2023050386","DOIUrl":null,"url":null,"abstract":"A good tooth cusps extraction is helpful in evaluating the effect of cosmetic dental work in virtual tooth surgery. This paper proposes a new tooth cusp extraction, which integrates the DBSCAN clustering algorithm with the neighborhood search algorithm to extract tooth cusp from a three-dimensional cloud-point tooth model. This method used the point cloud height and curvature to screen out the dented point set. Then we employ the DBSCAN clustering algorithm to segment different feature regions of the tooth surface and generate the candidate point set. Finally, the candidate point set was accurately located at the tooth apex through the neighborhood search algorithm and the traversal search method of non-maximum suppression. The experimental results show that the proposed method is superior to the traditional watershed algorithm-based methods by calculating the recall rate and accuracy rate, and also has higher extraction speed and extraction precision than manual extraction methods.","PeriodicalId":53679,"journal":{"name":"Critical Reviews in Biomedical Engineering","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Critical Reviews in Biomedical Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1615/critrevbiomedeng.2023050386","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 0

Abstract

A good tooth cusps extraction is helpful in evaluating the effect of cosmetic dental work in virtual tooth surgery. This paper proposes a new tooth cusp extraction, which integrates the DBSCAN clustering algorithm with the neighborhood search algorithm to extract tooth cusp from a three-dimensional cloud-point tooth model. This method used the point cloud height and curvature to screen out the dented point set. Then we employ the DBSCAN clustering algorithm to segment different feature regions of the tooth surface and generate the candidate point set. Finally, the candidate point set was accurately located at the tooth apex through the neighborhood search algorithm and the traversal search method of non-maximum suppression. The experimental results show that the proposed method is superior to the traditional watershed algorithm-based methods by calculating the recall rate and accuracy rate, and also has higher extraction speed and extraction precision than manual extraction methods.
基于DBSCAN和邻域搜索算法的牙尖提取
在虚拟牙外科中,良好的牙尖拔除有助于评价口腔美容工作的效果。本文提出了一种新的牙尖提取方法,将DBSCAN聚类算法与邻域搜索算法相结合,从三维云点牙齿模型中提取牙尖。该方法利用点云高度和曲率来筛选凹痕点集。然后采用DBSCAN聚类算法对牙齿表面的不同特征区域进行分割,生成候选点集。最后,通过邻域搜索算法和非极大值抑制的遍历搜索方法,将候选点集精确定位在齿尖位置。实验结果表明,该方法在查全率和查准率上均优于传统的基于分水岭算法的方法,提取速度和提取精度也高于人工提取方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Critical Reviews in Biomedical Engineering
Critical Reviews in Biomedical Engineering Engineering-Biomedical Engineering
CiteScore
1.80
自引率
0.00%
发文量
25
期刊介绍: Biomedical engineering has been characterized as the application of concepts drawn from engineering, computing, communications, mathematics, and the physical sciences to scientific and applied problems in the field of medicine and biology. Concepts and methodologies in biomedical engineering extend throughout the medical and biological sciences. This journal attempts to critically review a wide range of research and applied activities in the field. More often than not, topics chosen for inclusion are concerned with research and practice issues of current interest. Experts writing each review bring together current knowledge and historical information that has led to the current state-of-the-art.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信