AUTOMATIC CORONARY WALL SEGMENTATION IN INTRAVASCULAR ULTRASOUND IMAGES USING BINARY MORPHOLOGICAL RECONSTRUCTION

被引:30
|
作者
Moraes, Matheus Cardoso [1 ]
Furuie, Sergio Shiguemi [1 ]
机构
[1] Univ Sao Paulo, Biomed Engn Lab, Dept Telecommun & Control, Sch Engn, BR-05508970 Sao Paulo, Brazil
来源
ULTRASOUND IN MEDICINE AND BIOLOGY | 2011年 / 37卷 / 09期
关键词
Intravascular ultrasound (IVUS); Segmentation; Speckle; Reducing anisotropic diffusion (SRAD); Wavelet (DWPF); Otsu; Mathematical morphology; ARTERIAL-WALL;
D O I
10.1016/j.ultrasmedbio.2011.05.018
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Intravascular ultrasound (IVUS) image segmentation can provide more detailed vessel and plaque information, resulting in better diagnostics, evaluation and therapy planning. A novel automatic segmentation proposal is described herein; the method relies on a binary morphological object reconstruction to segment the coronary wall in IVUS images. First, a preprocessing followed by a feature extraction block are performed, allowing for the desired information to be extracted. Afterward, binary versions of the desired objects are reconstructed, and their contours are extracted to segment the image. The effectiveness is demonstrated by segmenting 1300 images, in which the outcomes had a strong correlation to their corresponding gold standard. Moreover, the results were also corroborated statistically by having as high as 92.72% and 91.9% of true positive area fraction for the lumen and media adventitia border, respectively. In addition, this approach can be adapted easily and applied to other related modalities, such as intravascular optical coherence tomography and intravascular magnetic resonance imaging. (E-mail: matheuscardosomg@hotmail.com) (C) 2011 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:1486 / 1499
页数:14
相关论文
共 50 条
  • [41] Evaluation of segmentation algorithms for intravascular ultrasound images
    Bouma, CJ
    Niessen, WJ
    Zuiderveld, KJ
    Gussenhoven, EJ
    Viergever, MA
    VISUALIZATION IN BIOMEDICAL COMPUTING, 1996, 1131 : 203 - 212
  • [42] The Segmentation of Lumen Boundaries at Intravascular Ultrasound Images Using Fuzzy Approach
    Eslamizadeh, Mehdi
    Attarodi, Gholamreza
    Dabanloo, Nader Jafarnia
    Sedehi, Javid Farhadi
    Setaredan, Seyed Kamalodin
    2017 COMPUTING IN CARDIOLOGY (CINC), 2017, 44
  • [43] AUTOMATIC LIVER TISSUE SEGMENTATION IN MICROSCOPIC IMAGES USING FUSION COLOR SPACE AND MULTISCALE MORPHOLOGICAL RECONSTRUCTION
    Cruz-Gomez, Consuelo
    Wiederhold, Petra
    Gudino-Zayas, Marco
    2013 INTERNATIONAL CONFERENCE ON TECHNOLOGICAL ADVANCES IN ELECTRICAL, ELECTRONICS AND COMPUTER ENGINEERING (TAEECE), 2013, : 88 - 92
  • [44] Automatic Nerve Segmentation Of Ultrasound Images
    Baby, Mariya
    Jereesh, A. S.
    2017 INTERNATIONAL CONFERENCE OF ELECTRONICS, COMMUNICATION AND AEROSPACE TECHNOLOGY (ICECA), VOL 1, 2017, : 107 - 112
  • [45] Automatic Segmentation of Vertebrae in Ultrasound Images
    Berton, Florian
    Azzabi, Wassim
    Cheriet, Farida
    Laporte, Catherine
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2015), 2015, 9164 : 344 - 351
  • [46] Automatic Segmentation and Detection System for Varicocele Using Ultrasound Images
    Abdalla, Ayman M.
    Abu Awad, Mohammad
    AlZoubi, Omar
    Al-Samrraie, La'aly A.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 72 (01): : 797 - 814
  • [47] Automatic Lumen Segmentation in Intravascular Optical Coherence Tomography Using Morphological Features
    Zhao, Huishuo
    He, Bin
    Ding, Zhenyang
    Tao, Kuiyuan
    Lai, Tianduo
    Kuang, Hao
    Liu, Rui
    Zhang, Xiaoguo
    Zheng, Yicheng
    Zheng, Junyi
    Liu, Tiegen
    IEEE ACCESS, 2019, 7 : 88859 - 88869
  • [48] SEMIAUTOMATED DETECTION OF CORONARY ARTERIAL-WALL AND PLAQUE BORDERS IN INTRAVASCULAR ULTRASOUND IMAGES
    SONKA, M
    ZHANG, XM
    SIEBES, M
    BISSING, MS
    DEJONG, S
    COLLINS, SM
    MCKAY, CR
    CIRCULATION, 1994, 90 (04) : 550 - 550
  • [49] Automatic lumen segmentation from intravascular OCT images
    Bourezak, Rafik
    Lamouche, Guy
    Cheriet, Farida
    MEDICAL IMAGING 2010: COMPUTER - AIDED DIAGNOSIS, 2010, 7624
  • [50] Calcification Boundary Detection in Coronary Artery Using Intravascular Ultrasound Images
    Sofian, Hannah
    Ng, Andrew
    Than, Joel
    Mohamad, Suraya
    Noor, Norliza Mohd
    TENCON 2017 - 2017 IEEE REGION 10 CONFERENCE, 2017, : 2835 - 2839