计算机科学与探索2024，Vol.18Issue(6)：1404-1420,17.DOI:10.3778/j.issn.1673-9418.2401075
AI绘画研究综述
Survey of AI Painting
摘要
Abstract
AI painting,as a popular research direction in the field of computer vision,is expanding its application boundaries in the fields of art creation,film and media,industrial design,and art education through natural language processing,graphic pre-training models,and diffusion models.Two types of AI painting,namely,image-to-image and text-to-image,are taken as the main lines,and the representative models and their key technologies and methods are analyzed in depth.For the image-to-image,the development lineage,generation principle,and advantages and disadvantages of each model are explored from two types of models based on AE and GAN,and their effects on the public dataset are summarized.For the text-to-image,the structural differences of the three types of models based on diffusion model and other models,as well as the generation effects of various types of models on three datasets are summarized.It is pointed out that the text-to-image utilizing the diffusion model has become a hot topic nowadays,which predicts the diversified development of image generation in the future.And the current mainstream AI painting platforms are compared and summarized from the perspectives of usage and generation speed.Finally,on the basis of summarizing the problems and controversies faced by AI painting at the technical and social levels,future trends such as the complementary development of AI painting and human artists,the increased interactivity of the painting process,and the emergence of new professions and industries are envisioned.关键词
AI绘画/以图生图/以文生图/图像生成/人工智能生成内容(AIGC)Key words
AI painting/image-to-image/text-to-image/image generation/artificial intelligence generated content(AIGC)分类
信息技术与安全科学引用本文复制引用
张泽宇,王铁君,郭晓然,龙智磊,徐魁..AI绘画研究综述[J].计算机科学与探索,2024,18(6):1404-1420,17.基金项目
国家自然科学基金(62166035) （62166035）
甘肃省自然科学基金(21JR7RA163) （21JR7RA163）
中央高校项目-重大需求培育项目(31920230175).This work was supported by the National Natural Science Foundation of China(62166035),the Natural Science Foundation of Gansu Province(21JR7RA163),and the Central Universities Project-Major Needs Cultivation Project(31920230175). （31920230175）
