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DressCode: Autoregressively Sewing and Generating Garments from Text Guidance (arxiv.org)
2 points by PaulHoule on Feb 6, 2024 | hide | past | pdf | 1 comment on HN

In plain words: Type a description of clothing and this system builds the actual sewing pattern piece by piece, then adds realistic fabric textures so the garment can be rendered in 3D. It matched prompts better and looked better than earlier text-to-garment tools, and users agreed.

Abstract

Apparel's significant role in human appearance underscores the importance of garment digitalization for digital human creation. Recent advances in 3D content creation are pivotal for digital human creation. Nonetheless, garment generation from text guidance is still nascent. We introduce a text-driven 3D garment generation framework, DressCode, which aims to democratize design for novices and offer immense potential in fashion design, virtual try-on, and digital human creation. We first introduce SewingGPT, a GPT-based architecture integrating cross-attention with text-conditioned embedding to generate sewing patterns with text guidance. We then tailor a pre-trained Stable Diffusion to generate tile-based Physically-based Rendering (PBR) textures for the garments. By leveraging a large language model, our framework generates CG-friendly garments through natural language interaction. It also facilitates pattern completion and texture editing, streamlining the design process through user-friendly interaction. This framework fosters innovation by allowing creators to freely experiment with designs and incorporate unique elements into their work. With comprehensive evaluations and comparisons with other state-of-the-art methods, our method showcases superior quality and alignment with input prompts. User studies further validate our high-quality rendering results, highlighting its practical utility and potential in production settings. Our project page is https://IHe-KaiI.github.io/DressCode/.

Kai He, Kaixin Yao, Qixuan Zhang, Jingyi Yu, Lingjie Liu, Lan Xu
arXiv:2401.16465 · cs.CV, cs.GR · submitted Jan 29, 2024 · updated Jun 15, 2024
abstract · pdf · html · Project page: https://IHe-KaiI.github.io/DressCode/

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Silly question… what’s CG-friendly garments?