基于生成对抗网络(GANs)的绘本自动化创作研究与实现  

Research and Lmplementation of Automated Picture Books Creation Based on Generative Adversarial Networks(GANs)

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作  者:姚大斌[1] Yao Dabin(Zhejiang Fashion Institute of Technology,Ningbo 315201,China)

机构地区:[1]浙江纺织服装职业技术学院,浙江宁波315201

出  处:《艺术与设计(理论版)》2023年第12期95-97,共3页Art and Design

摘  要:基于生成对抗网络(GANs)的绘本自动化创作,文章探讨该领域的背景和意义,阐述GANs的基本原理、应用以及在图像生成方面的方式。提出了GANs生成绘本和插画的方法,训练两个神经网络:生成器和判别器,以得到高度逼真的绘本自动化生成模型。GANs技术的绘本自动化创作可以大大缩短创作时间,并降低制作成本。GANs技术的绘本自动化创作可以快速生成高质量的绘本和插画,可以提高创作者的工作效率。展望未来该领域进一步深入研究应用对出版、传媒、教育和文化产业注入新活力和思路,并具有广泛应用前景。Based on the automatic creation of picture books based on Generative Adversarial Networks(GANs),discuss the background and significance of this field,and explain the basic principles,applications and methods of GANs in image generation.A method for generating picture books and illustrations by GANs is proposed,and two neural networks are trained:a generator and a discriminator to obtain a highly realistic picture book automatic generation model.The automatic creation of picture books with GANs technology can greatly shorten the creation time and reduce the production cost.The automatic creation of picture books with GANs technology can quickly generate high-quality picture books and illustrations,which can improve the work efficiency of creators.Looking forward to the future,further in-depth research and application in this field will inject new vitality and ideas into the publishing,media,education and cultural industries,and have broad application prospects.

关 键 词:人工智能 绘本 生成对抗网络 GANs 自动化创作 

分 类 号:C939[经济管理—管理学]

 

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