Skip to main navigation Skip to search Skip to main content

An accurate and efficient MR image reconstruction model

  • Yunyun Yang*
  • , Yunna Yang
  • , Xuxu Qin
  • *Corresponding author for this work
  • Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The clear magnetic resonance (MR) images play an important role in clinical medicine and diagnosis. However, its application in clinical diagnosis may be limited by the long acquisition and transformation time of MR images. To deal with this disadvantage, compressed sensing methods have been widely used in real reconstructing MR images. This paper presents an accurate and efficient compressed sensing model based on median filter for MR image reconstruction. By combining a total variation term, a median filter term which are presented in the L1 norm formulation and a data fitting term together, we propose a minimization problem for image reconstruction. The L1 norm formulation guarantees that the split Bregman method can be applied to efficiently minimize the energy functional in both the total variation term and the median filter term. We apply our model to lots of MR images to test its performance and compare it with a related method. Experimental results show the accuracy and efficiency of the proposed model.

Original languageEnglish
Title of host publicationEleventh International Conference on Digital Image Processing, ICDIP 2019
EditorsJenq-Neng Hwang, Xudong Jiang
PublisherSPIE
ISBN (Electronic)9781510630758
DOIs
StatePublished - 2019
Externally publishedYes
Event11th International Conference on Digital Image Processing, ICDIP 2019 - Guangzhou, China
Duration: 10 May 201913 May 2019

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume11179
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference11th International Conference on Digital Image Processing, ICDIP 2019
Country/TerritoryChina
CityGuangzhou
Period10/05/1913/05/19

Keywords

  • Compressed sensing
  • Image reconstruction
  • MR images
  • The split Bregman method

Fingerprint

Dive into the research topics of 'An accurate and efficient MR image reconstruction model'. Together they form a unique fingerprint.

Cite this