Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images

被引:120
作者
Cheng, DC
Schmidt-Trucksäss, A
Cheng, KS
Burkhardt, H
机构
[1] Univ Freiburg, Pattern Recognit & Image Proc, Dept Comp Sci, D-79110 Freiburg, Germany
[2] Natl Cheng Kung Univ, Inst Biomed Engn, Tainan 70101, Taiwan
[3] Freiburg Univ Hosp, Dept Rehabil Prevent & Sports Med, Freiburg, Germany
关键词
active contour; snake; edge detection; intima-media layer; common carotid artery;
D O I
10.1016/S0169-2607(00)00149-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study presents an innovative automatic system for detecting the intima-media complex of the far wall of the common carotid artery by applying the snake techniques. Cohen's snake was modified and some criteria were added for our applications. In addition, the oscillating problem of using snakes was solved by properly choosing the time step from analysis of the frequency response of the filters. A time-diminishing gravity window, external forces, and a cost function assist the snake in selecting the optimal shape of intimal and adventitia layers. We compared the proposed snake and ziplock snake with respect to the manual extraction contour. The results show that the system can automatically detect the intimal and adventitial layers without any manual correction. (C) 2002 Elsevier Science Ireland Ltd. All rights reserved.
引用
收藏
页码:27 / 37
页数:11
相关论文
共 21 条
  • [1] COMMON CAROTID INTIMA-MEDIA THICKNESS MEASUREMENT - A METHOD TO IMPROVE ACCURACY AND PRECISION
    BALDASSARRE, D
    WERBA, JP
    TREMOLI, E
    POLI, A
    PAZZUCCONI, F
    SIRTORI, CR
    [J]. STROKE, 1994, 25 (08) : 1588 - 1592
  • [2] ISOLATED SYSTOLIC HYPERTENSION AND VESSEL WALL THICKNESS OF THE CAROTID-ARTERY - THE ROTTERDAM ELDERLY STUDY
    BOTS, ML
    HOFMAN, A
    DEBRUYN, AM
    DEJONG, PTVM
    GROBBEE, DE
    [J]. ARTERIOSCLEROSIS AND THROMBOSIS, 1993, 13 (01): : 64 - 69
  • [3] Energy minimization of contours using boundary conditions
    Chandran, S
    Potty, AK
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (05) : 546 - 549
  • [4] ON ACTIVE CONTOUR MODELS AND BALLOONS
    COHEN, LD
    [J]. CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02): : 211 - 218
  • [5] FINITE-ELEMENT METHODS FOR ACTIVE CONTOUR MODELS AND BALLOONS FOR 2-D AND 3-D IMAGES
    COHEN, LD
    COHEN, I
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (11) : 1131 - 1147
  • [6] The use of active deformable models in model-based robotic visual servoing
    Couvignou, PA
    Papanikolopoulos, NP
    Sullivan, M
    Khosla, PK
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 1996, 17 (02) : 195 - 221
  • [7] DYNAMIC-PROGRAMMING FOR DETECTING, TRACKING, AND MATCHING DEFORMABLE CONTOURS
    GEIGER, D
    GUPTA, A
    COSTA, LA
    VLONTZOS, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (03) : 294 - 302
  • [8] Robust snake implementation; A dual active contour
    Gunn, SR
    Nixon, MS
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (01) : 63 - 68
  • [9] The role of carotid arterial intima-media thickness in predicting clinical coronary events
    Hodis, HN
    Mack, WJ
    LaBree, L
    Selzer, RH
    Liu, CR
    Liu, CH
    Azen, SP
    [J]. ANNALS OF INTERNAL MEDICINE, 1998, 128 (04) : 262 - +
  • [10] ACTIVE-REGION MODELS FOR SEGMENTING TEXTURES AND COLORS
    IVINS, J
    PORRILL, J
    [J]. IMAGE AND VISION COMPUTING, 1995, 13 (05) : 431 - 438