English

Topology Optimization with Text-Guided Stylization

Computational Engineering, Finance, and Science 2023-10-25 v1

Abstract

We propose an approach for the generation of topology-optimized structures with text-guided appearance stylization. This methodology aims to enrich the concurrent design of a structure's physical functionality and aesthetic appearance. Users can effortlessly input descriptive text to govern the style of the structure. Our system employs a hash-encoded neural network as the implicit structure representation backbone, which serves as the foundation for the co-optimization of structural mechanical performance, style, and connectivity, to ensure full-color, high-quality 3D-printable solutions. We substantiate the effectiveness of our system through extensive comparisons, demonstrations, and a 3D printing test.

Keywords

Cite

@article{arxiv.2310.15506,
  title  = {Topology Optimization with Text-Guided Stylization},
  author = {Shengze Zhong and Parinya Punpongsanon and Daisuke Iwai and Kosuke Sato},
  journal= {arXiv preprint arXiv:2310.15506},
  year   = {2023}
}
R2 v1 2026-06-28T12:59:47.405Z