A Comprehensive Survey of Isocontouring Methods: Applications, Limitations and Perspectives

被引:0
|
作者
Buescher, Keno Jann [1 ]
Degel, Jan Philipp [2 ]
Oellerich, Jan [1 ]
机构
[1] Karlsruhe Inst Technol KIT, Inst Mat Handling & Logist IFL, Kaiserstr 12, D-76131 Karlsruhe, Germany
[2] Offenburg Univ Appl Sci, Dept Elect Engn Med Engn & Comp Sci EMI, Badstr 24, D-77652 Offenburg, Germany
关键词
isocontours; isosurfaces; isocontouring; level set; contour lines; computer graphics; image processing; marching cubes; marching tetrahedra; surface nets; ray tracing; tessellation; MARCHING TETRAHEDRA; ISOSURFACE EXTRACTION; SURFACE EXTRACTION; QUALITY; FIELDS; SHAPE;
D O I
10.3390/a17020083
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a comprehensive overview of approaches to the determination of isocontours and isosurfaces from given data sets. Different algorithms are reported in the literature for this purpose, which originate from various application areas, such as computer graphics or medical imaging procedures. In all these applications, the challenge is to extract surfaces with a specific isovalue from a given characteristic, so called isosurfaces. These different application areas have given rise to solution approaches that all solve the problem of isocontouring in their own way. Based on the literature, the following four dominant methods can be identified: the marching cubes algorithms, the tessellation-based algorithms, the surface nets algorithms and the ray tracing algorithms. With regard to their application, it can be seen that the methods are mainly used in the fields of medical imaging, computer graphics and the visualization of simulation results. In our work, we provide a broad and compact overview of the common methods that are currently used in terms of isocontouring with respect to certain criteria and their individual limitations. In this context, we discuss the individual methods and identify possible future research directions in the field of isocontouring.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] Paleoseismology in Venezuela: Objectives, methods, applications, limitations and perspectives
    Audemard, FA
    TECTONOPHYSICS, 2005, 408 (1-4) : 29 - 61
  • [2] Diffusion Models: A Comprehensive Survey of Methods and Applications
    Yang, Ling
    Zhang, Zhilong
    Song, Yang
    Hong, Shenda
    Xu, Runsheng
    Zhao, Yue
    Zhang, Wentao
    Cui, Bin
    Yang, Ming-Hsuan
    ACM COMPUTING SURVEYS, 2024, 56 (04)
  • [3] A comprehensive survey of federated transfer learning: challenges, methods and applications
    Guo, Wei
    Zhuang, Fuzhen
    Zhang, Xiao
    Tong, Yiqi
    Dong, Jin
    FRONTIERS OF COMPUTER SCIENCE, 2024, 18 (06)
  • [4] Explainability of artificial intelligence methods, applications and challenges: A comprehensive survey
    Ding, Weiping
    Abdel-Basset, Mohamed
    Hawash, Hossam
    Ali, Ahmed M.
    INFORMATION SCIENCES, 2022, 615 : 238 - 292
  • [5] A comprehensive survey of federated transfer learning: challenges, methods and applications
    GUO Wei
    ZHUANG Fuzhen
    ZHANG Xiao
    TONG Yiqi
    DONG Jin
    Frontiers of Computer Science, 2024, 18 (06)
  • [6] Inter-satellite tracking methods and applications: A comprehensive survey
    Jain, Rashika
    Speretta, Stefano
    Dirkx, Dominic
    Gill, Eberhard
    ADVANCES IN SPACE RESEARCH, 2024, 74 (08) : 3877 - 3901
  • [7] Controllable image synthesis methods, applications and challenges: a comprehensive survey
    Huang, Shanshan
    Li, Qingsong
    Liao, Jun
    Wang, Shu
    Liu, Li
    Li, Lian
    ARTIFICIAL INTELLIGENCE REVIEW, 2024, 57 (12)
  • [8] Comprehensive survey of computational ECG analysis: Databases, methods and applications
    Merdjanovska, Elena
    Rashkovska, Aleksandra
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 203
  • [9] A comprehensive survey on community detection methods and applications in complex information networks
    Diboune, Abdelhani
    Slimani, Hachem
    Nacer, Hassina
    Bey, Kadda Beghdad
    SOCIAL NETWORK ANALYSIS AND MINING, 2024, 14 (01)
  • [10] PREGNANEDIOL METHODS, LIMITATIONS, AND APPLICATIONS
    OBER, WB
    KAISER, GA
    AMERICAN JOURNAL OF CLINICAL PATHOLOGY, 1961, 35 (04) : 297 - &