ChatPattern: Layout Pattern Customization via Natural Language
Zixiao Wang, Yunheng Shen, Xufeng Yao, Wenqian Zhao, Yang Bai, Farzan Farnia, Bei Yu
Abstract
Existing works focus on fixed-size layout pattern generation, while the more practical free-size pattern generation receives limited attention. In this paper, we propose ChatPattern, a novel Large-Language-Model (LLM) powered framework for flexible pattern customization. ChatPattern utilizes a two-part system featuring an expert LLM agent and a highly controllable layout pattern generator. The LLM agent can interpret natural language requirements and operate design tools to meet specified needs, while the generator excels in conditional layout generation, pattern modification, and memory-friendly patterns extension. Experiments on challenging pattern generation setting shows the ability of ChatPattern to synthesize high-quality large-scale patterns.
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Install the CLIlune papers fulltext fb301401-d105-40ee-930c-170e3ecd2d93Cited by top-tier papers2
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- RePaint: Inpainting using Denoising Diffusion Probabilistic ModelsAndreas Lugmayr, Martin Danelljan, Andrés Romero, Fisher Yu et al.CVPR 2022 · 1,425 citations
- DiffPattern: Layout Pattern Generation via Discrete DiffusionZixiao Wang, Yunheng Shen, Wenqian Zhao, Yang Bai et al.DAC 2023 · 15 citations
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