从碎片到一块:对人工智能驱动的图形设计的回顾
Xingxing Zou1, Wen Zhang2, Nanxuan Zhao3
1School of Fashion and Textiles, The Hong Kong Polytechnic University, Hong Kong SAR 999077, China.
Journal of imaging
|September 26, 2025
概括
这项调查探讨了图形设计中的人工智能 (AIGD),详细介绍了AI.
科学领域:
- 计算机科学 计算机科学
- 人与计算机的交互
- 数字艺术 数字艺术 数字艺术
背景情况:
- 人工智能 (AI) 越来越多地融入到平面设计工作流中.
- 现有的研究重点是人工智能用于设计解释和创意过程增强.
- 人工智能在图形设计 (AIGD) 的领域正在迅速发展.
研究的目的:
- 提供关于AIGD当前进展的全面概述.
- 将AIGD分类为感知和生成任务.
- 在AIGD中确定挑战和未来的研究方向.
主要方法:
- 对图形设计中的AI应用现有文献的调查.
- 将AIGD分类为感知 (理解设计) 和生成 (创建设计) 任务.
- 分析子任务:视觉元素感知/生成,美学/语义理解,布局分析/生成.
主要成果:
- 通过感知和生成任务,AIGD正在推进,利用诸如大型语言模型和多式联络方法等技术.
- 人工智能有助于理解视觉元素,美学,语义和布局.
- 在将视觉特征与设计意图相结合方面取得了进展.
结论:
- 在AIGD方面取得了重大进展,特别是在感知和生成方面.
- 在理解人类意图,确保可解释性和管理复杂设计方面仍然存在挑战.
- 该调查是AIGD领域的研究人员的指南.
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