Gaussian mixture model based segmentation methods for brain MRI images

被引:53
|
作者
Balafar, M. A. [1 ]
机构
[1] Univ Tabriz, Dept Comp, Fac Engn, Tabriz, East Azerbaijan, Iran
关键词
Statistical; MRI; Brain; ROBUST PARAMETER-ESTIMATION; PARTIAL VOLUME SEGMENTATION; AUTOMATIC SEGMENTATION; TISSUE CLASSIFICATION; UNIFYING FRAMEWORK; SPEEDING-UP; FUZZY; DISTRIBUTIONS; VALIDATION; ALGORITHM;
D O I
10.1007/s10462-012-9317-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image segmentation is at a preliminary stage of inclusion in diagnosis tools and the accurate segmentation of brain MRI images is crucial for a correct diagnosis by these tools. Due to in-homogeneity, low contrast, noise and inequality of content with semantic; brain MRI image segmentation is a challenging job. A review of the Gaussian Mixture Model based segmentation algorithms for brain MRI images is presented. The review covers algorithms for segmentation algorithms and their comparative evaluations based on reported results.
引用
收藏
页码:429 / 439
页数:11
相关论文
共 50 条
  • [1] Gaussian mixture model based segmentation methods for brain MRI images
    M. A. Balafar
    [J]. Artificial Intelligence Review, 2014, 41 : 429 - 439
  • [2] An Extension Gaussian Mixture Model for Brain MRI Segmentation
    Song, Yantao
    Ji, Zexuan
    Sun, Quansen
    [J]. 2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 4711 - 4714
  • [3] Segmentation of Magnetic Resonance Brain Images Based on Improved Gaussian Mixture Model with Spatial Information
    Bian, Z. J.
    Tan, W. J.
    Yang, J. Z.
    Gong, Z. X.
    Xu, M. J.
    Liu, J. R.
    Zhao, D. Z.
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2015, 5 (08) : 1989 - 1992
  • [4] Segmentation of Ventricles in Brain CT Images Using Gaussian Mixture Model Method
    Chen, Wenan
    Najarian, Kayvan
    [J]. 2009 ICME INTERNATIONAL CONFERENCE ON COMPLEX MEDICAL ENGINEERING, 2009, : 15 - +
  • [5] Constrained Gaussian mixture model framework for automatic segmentation of MR brain images
    Greenspan, Hayit
    Ruf, Amit
    Goldberger, Jacob
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2006, 25 (09) : 1233 - 1245
  • [6] Multigrid Nonlocal Gaussian Mixture Model for Segmentation of Brain Tissues in Magnetic Resonance Images
    Chen, Yunjie
    Zhan, Tianming
    Zhang, Ji
    Wang, Hongyuan
    [J]. BIOMED RESEARCH INTERNATIONAL, 2016, 2016
  • [7] Gaussian Mixture Model Based Probabilistic Modeling of Images for Medical Image Segmentation
    Riaz, Farhan
    Rehman, Saad
    Ajmal, Muhammad
    Hafiz, Rehan
    Hassan, Ali
    Aljohani, Naif Radi
    Nawaz, Raheel
    Young, Rupert
    Coimbra, Miguel
    [J]. IEEE ACCESS, 2020, 8 (08): : 16846 - 16856
  • [8] Pancreas Segmentation in Medical Images Based on Gaussian Mixture Model in Bandelet Domain
    Nguyen Huu The
    Vo Thi Hong Tuyet
    Nguyen Mong Hien
    Nguyen Thanh Binh
    [J]. 7TH INTERNATIONAL CONFERENCE ON THE DEVELOPMENT OF BIOMEDICAL ENGINEERING IN VIETNAM (BME7): TRANSLATIONAL HEALTH SCIENCE AND TECHNOLOGY FOR DEVELOPING COUNTRIES, 2020, 69 : 493 - 497
  • [9] Brain MRI image segmentation based on learning local variational Gaussian mixture models
    Xia, Yong
    Ji, Zexuan
    Zhang, Yanning
    [J]. NEUROCOMPUTING, 2016, 204 : 189 - 197
  • [10] Clonal Selection Algorithm for Gaussian Mixture Model Based Segmentation of 3D Brain MR Images
    Zhang, Tong
    Xia, Yong
    Feng, David Dagan
    [J]. INTELLIGENT SCIENCE AND INTELLIGENT DATA ENGINEERING, ISCIDE 2011, 2012, 7202 : 295 - 302