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Technology of Graphic & Image
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App. Res. of Comp. Printed Article
Vol. 38, 2021 No. 8
2505-2509

Image rain removal algorithm based on channel attention and gated recurrent unit

Zhang Yan
Zhang Juan
Fang Zhijun
School of Electronic & Electrical Engineering, Shanghai University of Engineering Science, Shanghai 201620, China
DOI: 10.19734/j.issn.1001-3695.2020.09.0396

Abstract

In the field of computer vision, rain streaks or raindrops may make the images taken on rainy days blurred, and reduce the quality of the image. Aiming at the problem of low image quality in rainy days, this paper proposed a novel image rain removal algorithm based on channel attention and gated recurrent unit to remove rain streaks. The basic idea is as follows: first of all, it extracted features from the training image through the residual memory block. Then, it increased receptive field with the extracted features through the feature enhancement module, identified and enhanced rain streaks features of different levels, which were passed to the subsequent recurrent network. Finally, during the recurrent network, the gated recurrent unit block achieved parameter sharing between different recurrent stages. The experimental results verify the effectiveness of the algorithm on complex datasets by using objective evaluation indexes and subjective visual effects.

Foundation Support

国家自然科学基金资助项目(61772328)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.09.0396
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 8
Section: Technology of Graphic & Image
Pages: 2505-2509
Serial Number: 1001-3695(2021)08-048-2505-05

Publish History

[2021-08-05] Printed Article

Cite This Article

张焱, 张娟, 方志军. 基于通道注意力和门控循环单元的图像去雨算法 [J]. 计算机应用研究, 2021, 38 (8): 2505-2509. (Zhang Yan, Zhang Juan, Fang Zhijun. Image rain removal algorithm based on channel attention and gated recurrent unit [J]. Application Research of Computers, 2021, 38 (8): 2505-2509. )

About the Journal

  • 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.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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