Technology of Graphic & Image
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App. Res. of Comp. Printed Article
Vol. 39, 2022 No. 8
2496-2499,2531

Asymmetric periodic inference cyclic progressive face completion algorithm research

Li Yaqian
Zhang Xuyao
Li Qilong
School of Electrical Engineering, Yanshan University, Qinhuangdao Hebei 066004, China
DOI: 10.19734/j.issn.1001-3695.2022.01.0009

Abstract

To address the problem that the inpainting network in generative adversarial networks cannot take into account the global consistency and local consistency of images and has a large computational load, this paper introduced the idea of incremental inpainting based on the asymmetric U-Net network architecture. Firstly, this paper proposed an asymmetric periodic feature inference module to increase the correlation between image inpainting content and surrounding known pixels, which improved the global consistency performance of restored images. Secondly, this paper presented a novel U-Net structured generator network to avoid the problem of unknown pixels in the encoder entering the decoder and thus corrupting the features in the decoder. Finally, it introduced perceptual loss and style loss, which improved the inpainting effectiveness of the network under subjective evaluation. Experiments on the face image dataset show that the proposed algorithm shows significant improvements in both subjective visual effects and objective metrics.

Foundation Support

国家自然科学基金项目(62106214)
河北省自然科学基金项目(F2019203195)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.01.0009
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 8
Section: Technology of Graphic & Image
Pages: 2496-2499,2531
Serial Number: 1001-3695(2022)08-044-2496-04

Publish History

[2022-03-15] Accepted Paper
[2022-08-05] Printed Article

Cite This Article

李雅倩, 张旭曜, 李岐龙. 非对称周期推理循环渐进的人脸修复算法研究 [J]. 计算机应用研究, 2022, 39 (8): 2496-2499,2531. (Li Yaqian, Zhang Xuyao, Li Qilong. Asymmetric periodic inference cyclic progressive face completion algorithm research [J]. Application Research of Computers, 2022, 39 (8): 2496-2499,2531. )

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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.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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