Data-guided Authoring of Procedural Models of Shapes

dc.contributor.authorHossain, Ishtiaqueen_US
dc.contributor.authorShen, I-Chaoen_US
dc.contributor.authorIgarashi, Takeoen_US
dc.contributor.authorKaick, Oliver vanen_US
dc.contributor.editorChaine, Raphaëlleen_US
dc.contributor.editorDeng, Zhigangen_US
dc.contributor.editorKim, Min H.en_US
dc.date.accessioned2023-10-09T07:34:04Z
dc.date.available2023-10-09T07:34:04Z
dc.date.issued2023
dc.description.abstractProcedural models enable the generation of a large amount of diverse shapes by varying the parameters of the model. However, writing a procedural model for replicating a collection of reference shapes is difficult, requiring much inspection of the original and replicated shapes during the development of the model. In this paper, we introduce a data-guided method for aiding a programmer in creating a procedural model to replicate a collection of reference shapes. The user starts by writing an initial procedural model, and the system automatically predicts the model parameters for reference shapes, also grouping shapes by how well they are approximated by the current procedural model. The user can then update the procedural model based on the given feedback and iterate the process. Our system thus automates the tedious process of discovering the parameters that replicate reference shapes, allowing the programmer to focus on designing the high-level rules that generate the shapes. We demonstrate through qualitative examples and a user study that our method is able to speed up the development time for creating procedural models of 2D and 3D man-made shapes.en_US
dc.description.number7
dc.description.sectionheadersProcedural Modeling and Model Extraction
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume42
dc.identifier.doi10.1111/cgf.14935
dc.identifier.issn1467-8659
dc.identifier.pages12 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.14935
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf14935
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectCCS Concepts: Computing methodologies -> Computer graphics; Shape modeling
dc.subjectComputing methodologies
dc.subjectComputer graphics
dc.subjectShape modeling
dc.titleData-guided Authoring of Procedural Models of Shapesen_US
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