A Dataset of Electrical Components for Mesh Segmentation and Computational Geometry Research

被引:0
|
作者
Scheffler, Benedikt [1 ]
Bruendl, Patrick [1 ]
Nguyen, Huong Giang [1 ]
Stoidner, Micha [1 ]
Franke, Joerg [1 ]
机构
[1] Friedrich Alexander Univ Erlangen Nurnberg, Inst Factory Automat & Prod Syst FAPS, Nurnberg, Germany
关键词
RELIABILITY;
D O I
10.1038/s41597-024-03155-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Data quality is of crucial importance in the field of automated or digitally assisted assembly. This paper presents a comprehensive data set of triangle meshes representing electrical and electronic components obtained by scraping Computer Aided Design (CAD) models from the Internet. Consisting of a total of 234 triangle meshes with labelled vertices, this data set was specifically created for segmentation tasks. Its versatility for multimodal tasks is underscored by the presence of various labels, including vertex labels, categories, and subcategories. This paper presents the data set and provides a thorough statistical analysis, including measures of shape, size, distribution, and inter-rater reliability. In addition, the paper suggests several approaches for using the data set, considering its multimodal characteristics. The data set and related findings presented in this paper are intended to encourage further research and advancement in the field of manufacturing automation, specifically spatial assembly.
引用
收藏
页数:9
相关论文
共 50 条
  • [41] Spacecraft-DS: A Spacecraft Dataset for Key Components Detection and Segmentation via Hardware-in-the-Loop Capture
    Cao, Yi
    Mu, Jinzhen
    Cheng, Xianghong
    Liu, Fengyu
    [J]. IEEE SENSORS JOURNAL, 2024, 24 (04) : 5347 - 5358
  • [42] Nature-Based Hybrid Computational Geometry System for Optimizing the Interior Structure of Aerospace Components
    Nagy, Danil
    [J]. ACM SIGGRAPH 2017 TALKS, 2017,
  • [43] Digital mammography dataset for breast cancer diagnosis research (DMID) with breast mass segmentation analysis
    Oza, Parita
    Oza, Urvi
    Oza, Rajiv
    Sharma, Paawan
    Patel, Samir
    Kumar, Pankaj
    Gohel, Bakul
    [J]. BIOMEDICAL ENGINEERING LETTERS, 2024, 14 (02) : 317 - 330
  • [44] Digital mammography dataset for breast cancer diagnosis research (DMID) with breast mass segmentation analysis
    Parita Oza
    Urvi Oza
    Rajiv Oza
    Paawan Sharma
    Samir Patel
    Pankaj Kumar
    Bakul Gohel
    [J]. Biomedical Engineering Letters, 2024, 14 : 317 - 330
  • [45] FOSTERING INTERDISCIPLINARY RESEARCH IN COMPUTATIONAL THINKING: PROJECT 3D GEOMETRY
    Basogain, X.
    Monroy, F.
    Duran, S.
    Rocha, D.
    Alvarado, M.
    Olabe, M. A.
    Olabe, J. C.
    [J]. INTED2014: 8TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2014, : 7072 - 7079
  • [46] Gas turbine computational flow and structure analysis with isogeometric discretization and a complex-geometry mesh generation method
    Bazilevs, Yuri
    Takizawa, Kenji
    Wu, Michael C. H.
    Kuraishi, Takashi
    Avsar, Reha
    Xu, Zhaojing
    Tezduyar, Tayfun E.
    [J]. COMPUTATIONAL MECHANICS, 2021, 67 (01) : 57 - 84
  • [47] Special Issue: Symposium of Geometry Modeling and Mesh Generation for FEM and Isogeometric Analysis in Advances in Computational Mechanics 2013
    Zhang, Yongjie Jessica
    Scott, Michael A.
    Shontz, Suzanne
    [J]. ENGINEERING WITH COMPUTERS, 2014, 30 (04) : 423 - 423
  • [48] Computational analysis of electrical stimulation to promote tissue healing for hernia repair at varying mesh placement planes
    Mosier, Savannah
    Berbel, German
    Friis, Elizabeth A.
    [J]. JOURNAL OF BIOMATERIALS APPLICATIONS, 2024, 39 (01) : 58 - 65
  • [49] Microscopic Image Dataset with Segmentation and Detection Labels for Microplastic Analysis in Sewage: Enhancing Research and Environmental Monitoring
    Lee, Gwanghee
    Jung, Jaeheon
    Moon, Sangjun
    Jung, Jihyun
    Jhang, Kyoungson
    [J]. MICROPLASTICS, 2024, 3 (02): : 264 - 275
  • [50] Research on Segmentation Evaluation Model of Sliding Electrical Contact Performance of Electromagnetic Railgun
    Li, Shizhong
    Li, Jun
    Wang, Xinxin
    Zhang, Qingxia
    Liu, Peizhu
    [J]. IEEE TRANSACTIONS ON PLASMA SCIENCE, 2019, 47 (05) : 2424 - 2430