设计智能研究综述：进展、问题和挑战（英文）

论文摘要

设计智能是人工智能重要分支,专注于创意和设计中的智能模型和算法。在人工智能2.0背景下,设计智能研究发展迅速。本文首先介绍设计智能研究背景,提出设计智能研究的理论框架。从用户需求分析、创意激发、内容生成和设计评价4个维度,详细综述设计智能研究进展和最新技术;重点论述关于智能生成内容的模型和方法。最后,提出未来设计智能研究中的开放问题和挑战。

论文目录

• 1 Introduction
• 2 AI-based user needs analysis
• 3 AI-based ideation
• 4 AI-based content generation
•   4.1 Generative models
•     4.1.1 Generative adversarial networks
•     4.1.2 GAN with conditions
•     4.1.3 GAN with encoder
•   4.2 Approaches for intelligence-generated content
•     4.2.1 Text-to-image synthesis
•     4.2.2 Image-to-image translation
•     4.2.3 Image enhancement
•     4.2.4 Content-style transfer
• 5 AI-based design evaluation
•   5.1 Computational aesthetics
•   5.2 Computational aesthetics datasets
•   5.3 Computational aesthetics applications
• 6 Open problems and challenges
• 7 Conclusions
• Compliance with ethics guidelines

文章来源

类型: 期刊论文

作者: Yong-chuan TANG,Jiang-jie HUANG,Meng-ting YAO,Jia WEI,Wei LI,Yong-xing HE,Ze-jian LI

关键词: 设计智能,创造力,用户画像,创意激发,智能生成内容,计算美学

来源: Frontiers of Information Technology & Electronic Engineering 2019年12期

年度: 2019

分类: 信息科技

专业: 自动化技术

单位: College of Computer Science and Technology, Zhejiang University,Key Laboratory of Design Intelligence and Digital Creativity of Zhejiang Province,Zhejiang Lab,Alibaba-Zhejiang University Joint Institute of Frontier Technologies

基金: Project supported by the National Science and Technology Innovation 2030 Major Project of the Ministry of Science and Technology of China(No.2018AAA0100703),the National Natural Science Foundation of China(Nos.61773336 and 91748127),the Chinese Academy of Engineering Consulting Project(No.2018-ZD-12-06),the Provincial Key Research and Development Plan of Zhejiang Province,China(No.2019C03137),the Ng Teng Fong Charitable Foundation in the form of ZJU-SUTD IDEA Grant

分类号: TP18

页码: 1595-1618

总页数: 24

文件大小: 1254K

下载量: 133