AUTOMATIC COMPUTER-BASED TRACINGS (ACT) IN LONGITUDINAL 2-D ULTRASOUND IMAGES USING DIFFERENT SCANNERS

被引:65
作者
Molinari, Filippo [1 ]
Liboni, William [2 ]
Giustetto, Pierangela [2 ]
Badalamenti, Sergio [2 ]
Suri, Jasjit S. [3 ,4 ]
机构
[1] Politecn Torino, Dept Elect, Biolab, I-10129 Turin, Italy
[2] Gradenigo Hosp, Div Neurol, Turin, Italy
[3] Idaho State Univ, Pocatello, ID 83209 USA
[4] Eigen Inc, Grass Valley, CA USA
关键词
Ultrasound imaging; scanner; carotid artery; plaque; automated tracings; validation; COMMON CAROTID-ARTERY; INTIMA-MEDIA THICKNESS; SEGMENTATION; WALL; ENDARTERECTOMY; SNAKES; PLAQUE;
D O I
10.1142/S0219519409003115
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Objective. The aim of this paper is to show an algorithm for the automatic computer-based tracing (ACT) of common carotid artery (CCA) in longitudinal B-mode ultrasound images characterized by four main features: (i) user-independence; (ii) suitability to normal and pathological images; (iii) robustness to noise; and (iv) independent of ultrasound OEM scanner. Methods. Three hundred longitudinal B-mode images (100 normal CCAs, 100 CCAs with increased intima-media thickness, 60 stable plaques, and 40 echolucent plaques) were acquired using three different (GE, Siemens, and Biosound) OEM ultrasound image scanners. The algorithm processed each image to delineate the region of interest containing the CCA. Output of the algorithm are three segmentation lines representing (a) distal (far) and (b) near adventitia layers, and (c) lumen of the CCA. Three operators qualitatively scored the ACTs. Results. The CCA was correctly automatically traced in all the 300 B-mode images. The performance was independent on the image scanner used to acquire the image or on the type of the CCA (healthy versus pathologic). Eight ACTs out of 300 received a poor score after visual inspection due to an automated adventitia tracing that did not correctly follow the CCA wall in a small portion of the image. Conclusions. The proposed algorithm is robust in ACTs of CCA since it is independent of scanner and normal/abnormal wall. This approach could constitute a general basis for a completely automated segmentation procedure.
引用
收藏
页码:481 / 505
页数:25
相关论文
共 18 条
  • [1] Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images
    Cheng, DC
    Schmidt-Trucksäss, A
    Cheng, KS
    Burkhardt, H
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2002, 67 (01) : 27 - 37
  • [2] Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-D ultrasound images
    Delsanto, Silvia
    Molinari, Filippo
    Giustetto, Pierangela
    Liboni, William
    Badalamenti, Sergio
    Suri, Jasjit S.
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (04) : 1265 - 1274
  • [3] Mapping spatial and temporal changes in carotid atherosclerosis from three-dimensional ultrasound images
    Egger, Micaela
    Chiu, Bernard
    Spence, J. David
    Fenster, Aaron
    Parraga, Grace
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 2008, 34 (01) : 64 - 72
  • [4] Using the hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery
    Golemati, Spyretta
    Stoitsis, John
    Sifakis, Emmanouil G.
    Balkizas, Thomas
    Nikita, Konstantina S.
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 2007, 33 (12) : 1918 - 1932
  • [5] GRAYWEALE AC, 1988, J CARDIOVASC SURG, V29, P676
  • [6] Griffin M, 2007, INT ANGIOL, V26, P372
  • [7] Automatic mea surement of carotid diameter and wall thickness in ultrasound images
    Gutierrez, MA
    Pilon, PE
    Lage, SG
    Kopel, L
    Carvalho, RT
    Furuie, SS
    [J]. COMPUTERS IN CARDIOLOGY 2002, VOL 29, 2002, 29 : 359 - 362
  • [8] A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images
    Liang, Q
    Wendelhag, I
    Wikstrand, J
    Gustavsson, T
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (02) : 127 - 142
  • [9] Snakes based segmentation of the common carotid artery intima media
    Loizou, C. P.
    Pattichis, C. S.
    Pantziaris, M.
    Tyllis, T.
    Nicolaides, A.
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2007, 45 (01) : 35 - 49
  • [10] An integrated system for the segmentation of atherosclerotic carotid plaque
    Loizou, Christos P.
    Pattichis, Constantinos S.
    Pantziaris, Marios
    Nicolaides, Andrew
    [J]. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2007, 11 (06): : 661 - 667