计算机集成制造系统2024,Vol.30Issue(1) :42-52.DOI:10.13196/j.cims.2021.0572

融合尺度与信心指数的三维表面重建算法

Three-dimensional surface reconstruction algorithm based on fusion of scale and confidence

李亚兰 陆汝华 黄健全 蒋纯志 李翔
计算机集成制造系统2024,Vol.30Issue(1) :42-52.DOI:10.13196/j.cims.2021.0572

融合尺度与信心指数的三维表面重建算法

Three-dimensional surface reconstruction algorithm based on fusion of scale and confidence

李亚兰 1陆汝华 2黄健全 3蒋纯志 3李翔3
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作者信息

  • 1. 湘南学院物理与电子电气工程学院微电子与光电子技术湖南省普通高等学校重点实验室,湖南 郴州 423000;先进嵌入式计算技术与智能医疗系统湖南省工程研究中心,湖南 郴州 423000
  • 2. 湘南学院计算机与人工智能学院,湖南 郴州 423000
  • 3. 湘南学院物理与电子电气工程学院微电子与光电子技术湖南省普通高等学校重点实验室,湖南 郴州 423000
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摘要

针对包含细小结构场景的三维表面重建精度和完整度难以提高的问题,提出一种融合三维点云尺度与信心指数的三维表面重建算法.构建了一个表面隐函数,采用高斯函数为其基函数,三阶贝塞尔函数为其权重函数,并根据点云尺度与信心指数大小自适应调整基函数覆盖范围与权重函数取值.采用八叉树存储与处理数据,根据点云尺度大小自适应划分八叉树结构,从而自适应调整表面隐函数三维采样密度.通过无约束等值面提取方法,提取隐函数等值面,从而得到三维表面.与几种典型表面重建算法对比实验,结果表明所提算法重建三维表面细节清晰,整体重建精度与完整度均有提高.

Abstract

To resolve the problem of improving the three-dimensional surface reconstruction accuracy and complete-ness for scenes with small structures,a three-dimensional surface reconstruction algorithm based on the fusion of scale and confidence was proposed.A surface implicit function was constructed with Gaussian function as its basis function and third-order Bessel function as its weight function.The coverage of the basis function and the value of the weight function were adjusted adaptively according to the scale and confidence of point clouds.The data was stored and processed in the octree structure,which was adaptively divided according to the scale of point clouds,re-alizing adaptive three-dimensional sampling of the surface implicit function.The three-dimensional surface was ob-tained as the isosurface of the implicit function through the unconstrained isosurface extraction method.Compared with several typical surface reconstruction algorithms,the experimental results showed that the small structures re-constructed by the proposed algorithm were clear and the overall reconstruction accuracy and completeness were im-proved.

关键词

三维重建/八叉树/连续隐函数/尺度/信心指数

Key words

three-dimensional reconstruction/octree/continuous implicit function/scale/confidence index

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基金项目

湖南省自然科学基金资助项目(2023JJ50066)

中国地震局教师科研基金资助项目(20150109)

湘南学院电子科学与技术应用特色学科资助项目(XNXY20221210)

出版年

2024
计算机集成制造系统
中国兵器工业集团第210研究所

计算机集成制造系统

CSTPCDCSCD北大核心
影响因子:1.092
ISSN:1006-5911
参考文献量17
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