Segmentation of Pelvic Bone in STIR MRI With Active Contour

被引:0
|
作者
Bejandi, Parastoo Ram [1 ]
Fard, Omid Solaymani [1 ]
Haghighatkhah, Hamidreza [2 ]
Zadeh, Hamid Soltanian [3 ]
机构
[1] Damghan Univ, Sch Math & Comp Sci, Damghan, Iran
[2] Shahid Beheshti Univ Med Sci, Dept Radiol & Med Imaging, Tehran, Iran
[3] Univ Tehran, Sch Elect & Comp Engn, Tehran, Iran
关键词
Active contour; Segmentation; STIR MRI; IMAGE SEGMENTATION; FITTING ENERGY;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Intensity inhomogeneities often occur in STIR Sequence MR images. For this reason, segmentation of these images is challenging. In STIR images from pelvis, signal of bone marrow is similar to subcutaneous fat and adjacent muscular structures so bone marrow pathologic lesions could be hidden. In this paper, we propose a method for image segmentation of pelvic bones in STIR MR images. This method is an extension of active contour methods. In this method, radius of localization is adaptively determined for each point of the contour. We combine this local structure with RSF model and we use the edge information to reach an appropriate segmentation. The proposed model outperforms RSF model in segmenting the images that have intensity inhomogeneities. We apply our algorithm on more than 120 MRI slices of 6 subjects to show its accuracy. Finally, we compare the result of the proposed model with those of two other active contours models.
引用
收藏
页码:1330 / 1335
页数:6
相关论文
共 50 条
  • [1] Segmentation of brain MRI using active contour model
    Ben Rabeh, Amira
    Benzarti, Faouzi
    Amiri, Hamid
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2017, 27 (01) : 3 - 11
  • [2] Left ventricle MRI segmentation based on active contour model
    Zhang, Jian-Wei
    Fang, Lin
    Chen, Yun-Jie
    Zhan, Tian-Ming
    Li, Xiao-Tian
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2011, 39 (11): : 2670 - 2673
  • [3] METHOD OF THE ACTIVE CONTOUR FOR SEGMENTATION OF BONE SYSTEMS ON BITMAP IMAGES
    Hai Anh Vu
    Safonov, Roman A.
    Kolesnikova, Anna S.
    Kirillova, Irina V.
    Kossovich, Leonid U.
    IMAGING, MANIPULATION, AND ANALYSIS OF BIOMOLECULES, CELLS, AND TISSUES XVI, 2018, 10497
  • [4] Adaptive RBF network with active contour coupling for multispectral MRI segmentation
    Valdés, R
    Medina, V
    Yáñez-Suárez, O
    MEDICAL IMAGING 2002: IMAGE PROCESSING, VOL 1-3, 2002, 4684 : 1610 - 1621
  • [5] UNSUPERVISED SEGMENTATION FRAMEWORK WITH ACTIVE CONTOUR MODELS FOR CINE CARDIAC MRI
    Du Lianyu
    Hu Liwei
    Zhang Xiaoyun
    Zhong Yumin
    Zhang Ya
    Wang Yanfeng
    2021 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2021, : 56 - 60
  • [6] Bone Segmentation Based On Local Structure Descriptor Driven Active Contour
    Alfiansyah, A.
    Ng, K. H.
    Lamsudin, R.
    13TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING, VOLS 1-3, 2009, 23 (1-3): : 1077 - +
  • [7] SEGMENTATION OF MRI IMAGES USING A COMBINATION OF ACTIVE CONTOUR MODELING AND MORPHOLOGICAL PROCESSING
    Veeramalla, Santhosh Kumar
    Hindumathi, V.
    Reddy, T. Vasudeva
    Pattan, Anwar Bhasha
    Nandan, T. P. Kausalya
    JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2023, 23 (04)
  • [8] A Novel Hybrid Active Contour Model for Intracranial Tuberculosis MRI Segmentation Applications
    Cao, Yuzhen
    Mao, Jiayong
    Yu, Hui
    Zhang, Qinhao
    Wang, Huiquan
    Zhang, Quanlu
    Guo, Lingfei
    Gao, Fei
    IEEE ACCESS, 2020, 8 : 149569 - 149585
  • [9] SEGMENTATION OF MRI VOLUME DATA BASED ON GEOMETRIC ACTIVE CONTOUR AND MORPHOLOGICAL CHARACTERISTICS
    Ji, Dongsheng
    Taoma
    Chen, Xiaoyun
    JOURNAL OF THE BALKAN TRIBOLOGICAL ASSOCIATION, 2016, 22 (2A): : 1993 - 2007
  • [10] Adjustment of Active Contour Parameters in Brain MRI Segmentation Using Evolution Strategies
    Zohra, Belgrana Fatima
    Nacera, Benamrane
    Abdelmalik, Taleb Ahmed
    2015 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2015, : 186 - +