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Technology of Graphic & Image
|
2499-2504

Multi-focus image fusion based on image decomposition and sparse representation

Jiang Liubing
Zhang Dian
Che Li
School of Computer Science & Information Security, Guilin University of Electronic Technology, Guilin Guangxi 541004, China

Abstract

Aiming at the lack of detail protection and discontinuous structure in multi-focus image fusion, this paper proposed a multi focus image fusion algorithm based on image decomposition and sparse representation. Firstly, this algorithm used cartoon and texture image decomposition to decompose the source images into the cartoon parts and the texture parts. Secondly, it used convolution sparse representation to fuse the cartoon parts, and used dictionary learning to fuse the texture parts. Finally, it fused the cartoon part and the texture part to obtain the fused image. The experimental results show that the proposed algorithm has better performance than other fusion method. It can effectively overcome the lack of detail protection and structural discontinuity in multi-focus image fusion and has better visual effect.

Foundation Support

国家自然科学基金资助项目(61561010)
广西自然科学基金资助项目(2017GXNSFAA198089)
广西重点研发计划资助项目(桂科AB18126003,AB18221016)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.08.0390
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 8
Section: Technology of Graphic & Image
Pages: 2499-2504
Serial Number: 1001-3695(2021)08-047-2499-06

Publish History

[2021-08-05] Printed Article

Cite This Article

蒋留兵, 张点, 车俐. 基于图像分解和稀疏表示的多聚焦图像融合 [J]. 计算机应用研究, 2021, 38 (8): 2499-2504. (Jiang Liubing, Zhang Dian, Che Li. Multi-focus image fusion based on image decomposition and sparse representation [J]. Application Research of Computers, 2021, 38 (8): 2499-2504. )

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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