Article(id=1315694020366553578, tenantId=1146029695717560320, journalId=1315121996591366276, issueId=1315694009314562401, articleNumber=null, orderNo=null, doi=10.3724/SP.J.1089.2023-00732, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1699632000000, receivedDateStr=2023-11-11, revisedDate=1711468800000, revisedDateStr=2024-03-27, acceptedDate=null, acceptedDateStr=null, onlineDate=1791615498867, onlineDateStr=2026-10-10, pubDate=1766160000000, pubDateStr=2025-12-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791615498867, onlineIssueDateStr=2026-10-10, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791615498867, creator=13701087609, updateTime=1791615498867, updator=13701087609, issue=Issue{id=1315694009314562401, tenantId=1146029695717560320, journalId=1315121996591366276, year='2025', volume='37', issue='12', pageStart='2033', pageEnd='2224', issueExtLink='null', onlineDate='null', pubDate='1766160000000', pubDateStr='2025-12-20', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1791615496232, creator='13701087609', updateTime=1791616112222, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1315696593039372478, tenantId=1146029695717560320, journalId=1315121996591366276, issueId=1315694009314562401, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1315696593039372479, tenantId=1146029695717560320, journalId=1315121996591366276, issueId=1315694009314562401, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=2099, endPage=2111, ext={EN=ArticleExt(id=1315694020710486507, articleId=1315694020366553578, tenantId=1146029695717560320, journalId=1315121996591366276, language=EN, title=Research on Retrieval Method for Sketching 3D Part Library by Fusing Dual Scale Features, columnId=null, journalTitle=Journal of Computer-Aided Design & Computer Graphics, columnName=null, runingTitle=null, highlight=null, articleAbstract=

Sketch-based 3D model retrieval is an important way to retrieve 3D models in mechanical part library. There are huge modal differences between sketches and 3D models. Aiming at the information redundancy of multiple views projected by the 3D model, the weak representation ability of the features extracted from the part views, in order to improve the effect of sketch-based 3D model retrieval, a sketch-based 3D mechanical part Library retrieval method is proposed to fuse the local and global dual-scale features of the part model. Firstly, a projection view representation method of 3D model based on image entropy is proposed to reduce the redundancy among multiple views. Then, a mechanical sketch model for edge contour extraction of part view is proposed, and the contour sketch of the part is extracted in depth to approximate the similarity between the view and the sketch. Finally, a visual word bag model and an improved multi-view convolutional neural network model is constructed to extract the local and global features of the contour sketch respectively. By fusing the dual-scale features, Euclidean distance is used to match the 3D model of the part based on the sketch. The experimental results on ESB datasets show that the proposed method is significantly improved in a series of evaluation indicators such as accuracy and recall rate compared with the existing 6 common methods, which verifies the feasibility and effectiveness of the proposed method.

, authors=Shenquan Huang, Zongming Wang, Yong Zhang, Luchuan Yu, Zirui Chen, authorsList=Shenquan Huang, Zongming Wang, Yong Zhang, Luchuan Yu, Zirui Chen, authorCompany=null, correspAuthors=Shenquan Huang, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1315694021129916908, articleId=1315694020366553578, tenantId=1146029695717560320, journalId=1315121996591366276, language=CN, title=融合双尺度特征的草图化三维零件库检索方法, columnId=1315694010166006116, journalTitle=计算机辅助设计与图形学学报, columnName=三维图形计算, runingTitle=null, highlight=null, articleAbstract=

基于草图的三维模型检索是机械零件库中三维模型检索的重要途径. 草图和三维模型之间存在着巨大的模态差异,针对三维模型投影出的多个视图的信息冗余,零件视图提取的特征的表征能力弱的问题,为了提高基于草图的零件三维模型检索的效果,通过融合零件模型的局部和全局的双尺度特征,提出一种草图化三维机械零件库检索方法. 首先提出基于图像熵的三维模型投影视图表达方法,减少多个视图之间的冗余性;然后提出面向零件视图边缘轮廓提取的mechanical sketch模型,深度提取零件的轮廓草图,以逼近视图和草图的相似性;最后构建视觉词袋模型和改进的多视图卷积神经网络模型来分别提取轮廓草图的局部特征和全局特征,通过融合双尺度特征,采用欧几里得距离进行基于草图的零件三维模型匹配. 在扩充的ESB数据集上的实验结果表明,所提方法在准确率和召回率等系列评价指标上,相较文中对比的6种方法,有了较为明显的提高,验证了所提方法的可行性和有效性.

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黄沈权(1986—),男,博士,副教授,硕士生导师,主要研究方向为大批量定制、服务型制造

王宗明(1997—),男,硕士研究生,主要研究方向为制造业信息化

张勇(1997—),男,硕士研究生,主要研究方向为知识图谱

于鲁川(1993—),男,博士,讲师,硕士生导师,主要研究方向为工业机器人

陈子瑞(2001—),男,硕士研究生,主要研究方向为图像识别.

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融合双尺度特征的草图化三维零件库检索方法
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黄沈权 , 王宗明 , 张勇 , 于鲁川 , 陈子瑞
计算机辅助设计与图形学学报 | 三维图形计算 2025,37(12): 2099-2111
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计算机辅助设计与图形学学报 |三维图形计算 2025 , 37 (12) : 2099 -2111
融合双尺度特征的草图化三维零件库检索方法
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黄沈权 , 王宗明, 张勇, 于鲁川, 陈子瑞
作者信息
  • 温州大学机电工程学院 温州 325035
通讯作者:
作者简介:

黄沈权(1986—),男,博士,副教授,硕士生导师,主要研究方向为大批量定制、服务型制造

王宗明(1997—),男,硕士研究生,主要研究方向为制造业信息化

张勇(1997—),男,硕士研究生,主要研究方向为知识图谱

于鲁川(1993—),男,博士,讲师,硕士生导师,主要研究方向为工业机器人

陈子瑞(2001—),男,硕士研究生,主要研究方向为图像识别.

Research on Retrieval Method for Sketching 3D Part Library by Fusing Dual Scale Features
Shenquan Huang , Zongming Wang, Yong Zhang, Luchuan Yu, Zirui Chen
Affiliations
  • College of Mechanical and Electrical Engineering, Wenzhou University, Wenzhou 325035
出版时间: 2025-12-20 doi: 10.3724/SP.J.1089.2023-00732
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基于草图的三维模型检索是机械零件库中三维模型检索的重要途径. 草图和三维模型之间存在着巨大的模态差异,针对三维模型投影出的多个视图的信息冗余,零件视图提取的特征的表征能力弱的问题,为了提高基于草图的零件三维模型检索的效果,通过融合零件模型的局部和全局的双尺度特征,提出一种草图化三维机械零件库检索方法. 首先提出基于图像熵的三维模型投影视图表达方法,减少多个视图之间的冗余性;然后提出面向零件视图边缘轮廓提取的mechanical sketch模型,深度提取零件的轮廓草图,以逼近视图和草图的相似性;最后构建视觉词袋模型和改进的多视图卷积神经网络模型来分别提取轮廓草图的局部特征和全局特征,通过融合双尺度特征,采用欧几里得距离进行基于草图的零件三维模型匹配. 在扩充的ESB数据集上的实验结果表明,所提方法在准确率和召回率等系列评价指标上,相较文中对比的6种方法,有了较为明显的提高,验证了所提方法的可行性和有效性.

零件草图  /  三维模型  /  边缘轮廓  /  特征提取  /  特征融合  /  检索系统

Sketch-based 3D model retrieval is an important way to retrieve 3D models in mechanical part library. There are huge modal differences between sketches and 3D models. Aiming at the information redundancy of multiple views projected by the 3D model, the weak representation ability of the features extracted from the part views, in order to improve the effect of sketch-based 3D model retrieval, a sketch-based 3D mechanical part Library retrieval method is proposed to fuse the local and global dual-scale features of the part model. Firstly, a projection view representation method of 3D model based on image entropy is proposed to reduce the redundancy among multiple views. Then, a mechanical sketch model for edge contour extraction of part view is proposed, and the contour sketch of the part is extracted in depth to approximate the similarity between the view and the sketch. Finally, a visual word bag model and an improved multi-view convolutional neural network model is constructed to extract the local and global features of the contour sketch respectively. By fusing the dual-scale features, Euclidean distance is used to match the 3D model of the part based on the sketch. The experimental results on ESB datasets show that the proposed method is significantly improved in a series of evaluation indicators such as accuracy and recall rate compared with the existing 6 common methods, which verifies the feasibility and effectiveness of the proposed method.

part sketches  /  3D models  /  edge contours  /  feature extraction  /  feature fusion  /  retrieval system
黄沈权, 王宗明, 张勇, 于鲁川, 陈子瑞. 融合双尺度特征的草图化三维零件库检索方法. 计算机辅助设计与图形学学报, 2025 , 37 (12) : 2099 -2111 . DOI: 10.3724/SP.J.1089.2023-00732
Shenquan Huang, Zongming Wang, Yong Zhang, Luchuan Yu, Zirui Chen. Research on Retrieval Method for Sketching 3D Part Library by Fusing Dual Scale Features[J]. Journal of Computer-Aided Design & Computer Graphics, 2025 , 37 (12) : 2099 -2111 . DOI: 10.3724/SP.J.1089.2023-00732
  • 国家自然科学基金(52305549; 71501143)
  • 浙江省自然科学基金(LY19G010007)
  • 温州市基础性科研项目(20240016)
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2025年第37卷第12期
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doi: 10.3724/SP.J.1089.2023-00732
  • 接收时间:2023-11-11
  • 首发时间:2026-10-10
  • 出版时间:2025-12-20
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  • 收稿日期:2023-11-11
  • 修回日期:2024-03-27
基金
国家自然科学基金(52305549; 71501143)
浙江省自然科学基金(LY19G010007)
温州市基础性科研项目(20240016)
作者信息
    温州大学机电工程学院 温州 325035

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