Research on freehand sketch to image translation based on generative adversarial networks

Wang Jianxin1a
Shi Yingjie1b
Liu Hao1c
Huang Haiqiao1d
Du Fang2
1. a. School of Arts & Sciences, b. School of Business, c. Fashion Accessory Art & Engineering College, d. School of Fashion, Beijing Institute of Fashion Technology, Beijing 100029, China
2. School of Information Engineering, Ningxia University, Yinchuan 750021, China

Abstract

At present, sketch to image translation based on GAN is in its infancy. This paper analyzed the challenging problems on sketch to image translation, and summarized the work based on GAN from two aspects of uncontrolled sketch to image translation and finely controlled sketch to image translation. This paper also summarized the method of evaluating generative image. Based on the summary of the existing research, this paper proposed the possible future development trends in this field, which provides clues for researchers to expand their research ideas.

Foundation Support

国家自然科学基金资助项目(61502279,62062058)
北京服装学院重点科研项目(2021A-02)
北京服装学院青年拔尖人才培养计划资助项目(YS22-1005096)
北京市服装产业数字化工程技术研究中心科研项目(KJCX20801-30299/016)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.01.0027
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 8
Section: Survey
Pages: 2249-2256
Serial Number: 1001-3695(2022)08-002-2249-08

Publish History

[2022-04-02] Accepted Paper
[2022-08-05] Printed Article

Cite This Article

王建欣, 史英杰, 刘昊, 等. 基于GAN的手绘草图图像翻译研究综述 [J]. 计算机应用研究, 2022, 39 (8): 2249-2256. (Wang Jianxin, Shi Yingjie, Liu Hao, et al. Research on freehand sketch to image translation based on generative adversarial networks [J]. Application Research of Computers, 2022, 39 (8): 2249-2256. )

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  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

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