In accordance with regulations and requirements, the editorial department's website domain has been changed to arocmag.cn. The original domain (arocmag.com) will be discontinued after Dec. 31st, 2024.
See More
Technology of Graphic & Image
|
App. Res. of Comp. Printed Article
Vol. 36, 2019 No. 2
630-635

Adaptive iterative stopping criterion for deblurring algorithm

Jiang Shunliang
Jiang Yinnan
Zeng Xiaoxia
Tang Yiling
Xu Shaoping
School of Information Engineering, Nanchang University, Nanchang 330031, China
DOI: 10.19734/j.issn.1001-3695.2017.09.0920

Abstract

Currently, due to lack of effective iterative stopping criterion(ISC), most of the ID algorithms are usually implemented with fixed iteration steps, leading to the low efficiency and poor deblurring results. Therefore, this paper proposed a deblurring measure(DM) based on the residual image(the difference between the intermediate estimated image convoluted with blur kernel and blur image during each iterative step). Based on the proposed DM metric, it designed and applied an adaptive iterative stopping criterion(AISC) to the classic nonlocally centralized sparse representation(NCSR). Extensive experiments on uniform blur, Gaussian blur and motion blur show that, compared with the original NCSR algorithm using fixed iteration steps, the NCSR algorithm adopting AISC has an obvious advantages in terms of efficiency and the reconstructed images have a similar image quality in terms of peak signal-to-noise ratio(PSNR), structural similarity(SSIM) and feature similarity(FSIM).

Foundation Support

国家自然科学基金资助项目(61662044,61163023,61379018,51765042)
江西省自然科学基金资助项目(20171BAB202017)
江西省研究生创新专项基金资助项目(YC 2018-S066)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2017.09.0920
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 2
Section: Technology of Graphic & Image
Pages: 630-635
Serial Number: 1001-3695(2019)02-068-0630-06

Publish History

[2019-02-05] Printed Article

Cite This Article

江顺亮, 姜尹楠, 曾小霞, 等. 适用于迭代型去模糊算法的自适应迭代终止条件 [J]. 计算机应用研究, 2019, 36 (2): 630-635. (Jiang Shunliang, Jiang Yinnan, Zeng Xiaoxia, et al. Adaptive iterative stopping criterion for deblurring algorithm [J]. Application Research of Computers, 2019, 36 (2): 630-635. )

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.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)