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GenPara: Enhancing the 3D Design Editing Process by Inferring Users' Regions of Interest with Text-Conditional Shape Parametersopen access

Authors
Choi, JiinLee, Seung WonHyun, Kyung Hoon
Issue Date
Apr-2025
Publisher
Association for Computing Machinery
Keywords
3D Generative AI; Bayesian Inference; Design Space; Human-AI Interaction; Large Language Models (LLMs)
Citation
Conference on Human Factors in Computing Systems - Proceedings , pp 1 - 21
Pages
21
Indexed
SCOPUS
Journal Title
Conference on Human Factors in Computing Systems - Proceedings
Start Page
1
End Page
21
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/207521
DOI
10.1145/3706598.3713502
Abstract
In 3D design, specifying design objectives and visualizing complex shapes through text alone proves to be a significant challenge. Although advancements in 3D GenAI have significantly enhanced part assembly and the creation of high-quality 3D designs, many systems still to dynamically generate and edit design elements based on the shape parameters. To bridge this gap, we propose GenPara, an interactive 3D design editing system that leverages text-conditional shape parameters of part-aware 3D designs and visualizes design space within the Exploration Map and Design Versioning Tree. Additionally, among the various shape parameters generated by LLM, the system extracts and provides design outcomes within the user's regions of interest based on Bayesian inference. A user study (N = 16) revealed that GenPara enhanced the comprehension and management of designers with text-conditional shape parameters, streamlining design exploration and concretization. This improvement boosted efficiency and creativity of the 3D design process.
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Hyun, Kyung Hoon
COLLEGE OF HUMAN ECOLOGY (DEPARTMENT OF INTERIOR ARCHITECTURE DESIGN)
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