Automatic Procedural Model Generation for 3D Object Variation

Roman Getto*, Arjan Kuijper, Dieter W. Fellner

*Corresponding author for this work

Research output: Contribution to journalArticle

Abstract

3D objects are used for numerous applications. In many cases not only single objects but also variations of objects are needed. Procedural models can be represented in many different forms, but generally excel in content generation. Therefore this representation is well suited for variation generation of 3D objects. However, the creation of a procedural model can be time-consuming on its own. We propose an automatic generation of a procedural model from a single exemplary 3D object. The procedural model consists of a sequence of parameterizable procedures and represents the object construction process. Changing the parameters of the procedures changes the surface of the 3D object. By linking the surface of the procedural model to the original object surface, we can transfer the changes and enable the possibility of generating variations of the original 3D object. The user can adapt the derived procedural model to easily and intuitively generate variations of the original object. We allow the user to define variation parameters within the procedures to guide a process of generating random variations. We evaluate our approach by computing procedural models for various object types, and we generate variations of all objects using the automatically generated procedural model.

Original languageEnglish
Pages (from-to)53-70
Number of pages18
JournalThe Visual Computer
Volume36
Issue number1
DOIs
Publication statusPublished - 2020

Keywords

  • 3D generative model
  • 3D object parameterization
  • 3D object variation
  • 3D procedural model

ASJC Scopus subject areas

  • Software
  • Computer Vision and Pattern Recognition
  • Computer Graphics and Computer-Aided Design

Fields of Expertise

  • Information, Communication & Computing

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