基于稳定扩散模型的历史建筑立面的商业风格转移方法的开发
Jiaxin Zhang1,2, Yiying Huang1, Zhixin Li1
1Architecture and Design College, Nanchang University, Nanchang 330031, China.
Journal of imaging
|July 26, 2024
概括
本研究介绍了一种使用扩散模型的自动化方法,用于将历史住宅转化为商业空间. 这种方法增强了传统建筑的现代化,同时保持了其美学和功能完整性.
科学领域:
- 城市规划和建筑设计.
- 建筑中的人工智能
- 数字遗产的保护和保护
背景情况:
- 历史区在平衡保护与旅游现代化方面面临着挑战.
- 适应性地将传统住宅用于商业用途,往往会造成功能和美学上的冲突.
- 需要自动化解决方案来实现高效和可扩展的架构转型.
研究的目的:
- 开发一种自动化的方法来将传统的住宅立面转化为现代的商业店面.
- 为现代化历史建筑提供一个高效和可扩展的解决方案.
- 在商业改造期间保持历史建筑的美学和功能完整性.
主要方法:
- 利用扩散模型来生成图像,专注于夜间的商店正面.
- 实施了低级调整 (LoRA) 模型,以提高准确性和稳定性.
- 集成了ControlNet模型,以提高风格转换的精度.
- 通过定性和定量评估和参数优化 (批量大小,重复率,学习率) 验证了方法.
主要成果:
- 成功演示了一种用于现代商业风格改造历史立面的自动化方法.
- 通过LoRA和ControlNet集成,在生成的图像中实现了更高的准确性和稳定性.
- 通过严格的评估和优化验证了方法的有效性.
- 该方法为历史建筑的商业改造提供了一个可扩展的解决方案.
结论:
- 开发的方法为历史建筑的商业改造提供了一个新的解决方案.
- 这种方法促进了城市更新传统设计思维的突破.
- 它为在当代背景下保存和重新解释历史建筑提供了新的可能性.
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