{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,19]],"date-time":"2026-05-19T15:43:14Z","timestamp":1779205394115,"version":"3.51.4"},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2013,11,27]],"date-time":"2013-11-27T00:00:00Z","timestamp":1385510400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Med Biol Eng Comput"],"published-print":{"date-parts":[[2014,2]]},"DOI":"10.1007\/s11517-013-1128-4","type":"journal-article","created":{"date-parts":[[2013,11,26]],"date-time":"2013-11-26T04:46:45Z","timestamp":1385441205000},"page":"169-181","source":"Crossref","is-referenced-by-count":56,"title":["Automatic detection of the intima-media thickness in ultrasound images of the common carotid artery using neural networks"],"prefix":"10.1007","volume":"52","author":[{"given":"Rosa-Mar\u00eda","family":"Mench\u00f3n-Lara","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mar\u00eda-Consuelo","family":"Bastida-Jumilla","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juan","family":"Morales-S\u00e1nchez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jos\u00e9-Luis","family":"Sancho-G\u00f3mez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2013,11,27]]},"reference":[{"issue":"1","key":"1128_CR1","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1007\/s10278-012-9481-7","volume":"26","author":"MC Bastida-Jumilla","year":"2013","unstructured":"Bastida-Jumilla MC, Mench\u00f3n-Lara RM, Morales-S\u00e1nchez J, Verd\u00fa-Monedero R, Larrey-Ruiz J, Sancho-G\u00f3mez JL (2013) Segmentation of the common carotid artery walls based on a frequency implementation of active contours. J Digit Imaging 26(1):129\u2013139","journal-title":"J Digit Imaging"},{"key":"1128_CR2","volume-title":"Pattern Recognition and Machine Learning","author":"CM Bishop","year":"2006","unstructured":"Bishop CM (2006) Pattern recognition and machine learning. Springer, Berlin"},{"issue":"12","key":"1128_CR3","doi-asserted-by":"crossref","first-page":"2985","DOI":"10.1161\/01.STR.0000102044.27905.B5","volume":"34","author":"M Bots","year":"2003","unstructured":"Bots M, Evans GW, Riley W, Grobbee D (2003) Carotid intima-media thickness measurements in intervention studies: design options, progression rates, and sample size considerations: a point of view. Stroke 34(12):2985\u20132994","journal-title":"Stroke"},{"key":"1128_CR4","unstructured":"Ceccarelli M, De Luca N, Morganella A (2006) An active contour approach to automatic detection of the intima-media thickness. In: 2006 IEEE international conference on acoustics, speech and signal processing. ICASSP 2006 proceedings, vol 5, pp 709\u2013712"},{"key":"1128_CR5","doi-asserted-by":"crossref","unstructured":"Chan RC, Kaufhold J, Hemphill LC, Lees RS, Karl WC (2000) Anisotropic edge-preserving smoothing in carotid B-mode ultrasound for improved segmentation and intima-media thickness (IMT) measurement. In: Computers in cardiology 2000, IEEE, pp 37\u201340. doi: 10.1109\/CIC.2000.898449 . http:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&arnumber=898449&isnumber=19426","DOI":"10.1109\/CIC.2000.898449"},{"issue":"6","key":"1128_CR6","doi-asserted-by":"crossref","first-page":"792","DOI":"10.1109\/TITB.2008.926413","volume":"12","author":"DC Cheng","year":"2008","unstructured":"Cheng DC, Jiang X (2008) Detections of arterial wall in sonographic artery images using dual dynamic programming. IEEE Trans Inf Technol Biomed 12(6):792\u2013799","journal-title":"Information Technology in Biomedicine, IEEE Transactions on"},{"issue":"1","key":"1128_CR7","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/S0169-2607(00)00149-8","volume":"67","author":"DC Cheng","year":"2002","unstructured":"Cheng DC, Schmidt-Trucksass A, Cheng KS, Burkhardt H (2002) Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images. Comput Methods Programs Biomed 67(1):27\u201337","journal-title":"Computers Methods and Programs in Biomedicine"},{"issue":"4","key":"1128_CR8","doi-asserted-by":"crossref","first-page":"1265","DOI":"10.1109\/TIM.2007.900433","volume":"56","author":"S Delsanto","year":"2007","unstructured":"Delsanto S, Molinari F, Giusetto P, Liboni W, Badalamenti S, Suri J (2007) Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-d ultrasound images. IEEE Trans Instrum Meas 56(4):1265\u20131274","journal-title":"IEEE Trans Instrum Meas"},{"issue":"2","key":"1128_CR9","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1109\/TMI.2008.929098","volume":"28","author":"F Destrempes","year":"2009","unstructured":"Destrempes F, Meunier J, Giroux MF, Soulez G, Cloutier G (2009) Segmentation in ultrasonic b-mode images of healthy carotid arteries using mixtures of nakagami distributions and stochastic optimization. IEEE Trans Med Imaging 28(2):215\u2013229","journal-title":"Medical Imaging, IEEE Transactions on"},{"issue":"9","key":"1128_CR10","doi-asserted-by":"crossref","first-page":"1353","DOI":"10.7863\/jum.2008.27.9.1353","volume":"27","author":"F Faita","year":"2008","unstructured":"Faita F, Gemignani V, Bianchini E, Giannarelli C, Ghiadoni L, Demi M (2008) Real-time measurement system for evaluation of the carotid intima-media thickness with a robust edge operator. J Ultrasound Med 27(9):1353\u20131361","journal-title":"Journal of ultrasound in medicine"},{"issue":"9-10","key":"1128_CR11","doi-asserted-by":"crossref","first-page":"699","DOI":"10.1016\/S0262-8856(01)00045-2","volume":"19","author":"G Giacinto","year":"2001","unstructured":"Giacinto G, Roli F (2001) Desing of effective neural network ensembles for image classification purposes. Image Vis Comput 19(9-10):699\u2013707","journal-title":"Image Vis Comput"},{"issue":"12","key":"1128_CR12","doi-asserted-by":"crossref","first-page":"1918","DOI":"10.1016\/j.ultrasmedbio.2007.05.021","volume":"33","author":"S Golemati","year":"2007","unstructured":"Golemati S, Stoitsis J, Sifakis EG, Balkizas T, Nikita KS (2007) Using of the hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery. Ultrasound Med Biol 33(12):1918\u20131932","journal-title":"Ultrasound in Medicine & Biology"},{"issue":"2","key":"1128_CR13","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1148\/radiol.2472070691","volume":"247","author":"J Gonzalez","year":"2008","unstructured":"Gonzalez J, Wood J, Dorey FJ, Wren TAL, Gilsanz V (2008) Reproducibility of carotid intima-media thickness measurements in young adults. Radiology 247(2):465\u2013471","journal-title":"Radiology"},{"key":"1128_CR14","volume-title":"Digital Image Processing using Matlab","author":"RC Gonz\u00e1lez","year":"2004","unstructured":"Gonz\u00e1lez RC, Woods RE, Eddins SL (2004) Digital image processing using Matlab. Pentice Hall, Upper Saddle River, NJ"},{"key":"1128_CR15","doi-asserted-by":"crossref","unstructured":"Gustavsson T, Liang Q, Wendelhag I, Wikstrand J (1994) A dynamic programming procedure for automated ultrasonic measurement of the carotid artery. In: Computers in cardiology 1994, IEEE, 25\u201328 Sept 1994, pp 297\u2013300. doi: 10.1109\/CIC.1994.470190 . http:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&arnumber=470190&isnumber=9921","DOI":"10.1109\/CIC.1994.470190"},{"key":"1128_CR16","doi-asserted-by":"crossref","unstructured":"Gutierrez MA, Pilon PE, Lage SG, Kopel L, Carvalho RT, Furuie SS (2002) Automatic measurement of carotid diameter and wall thickness in ultrasound images. In: Computers in cardiology 2002, IEEE, 22\u201325 Sept 2002, pp 359\u2013362. doi: 10.1109\/CIC.2002.1166783 . http:\/\/ieeexplore.ieee.org\/stamp\/stamp.jsp?tp=&arnumber=1166783&isnumber=26305","DOI":"10.1109\/CIC.2002.1166783"},{"issue":"1","key":"1128_CR17","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1109\/34.368145","volume":"17","author":"Y Huang","year":"1995","unstructured":"Huang Y, Suen C (1995) A method of combining multiple experts for the recognition of unconstrained handwritten numerals. IEEE Trans Pattern Anal Mach Intell 17(1):90\u201394","journal-title":"Pattern Analysis and Machine Intelligence, IEEE Transactions on"},{"key":"1128_CR18","doi-asserted-by":"crossref","unstructured":"Ilea D, Whelan P, Brown C, Stanton A (2009) An automatic 2d cad algorithm for the segmentation of the imt in ultrasound carotid artery images. In: Engineering in medicine and biology society, 2009. EMBC 2009. Annual international conference of the IEEE, pp 515\u2013519","DOI":"10.1109\/IEMBS.2009.5333773"},{"issue":"8","key":"1128_CR19","doi-asserted-by":"crossref","first-page":"687","DOI":"10.1016\/j.compbiomed.2010.03.010","volume":"40","author":"YB Lee","year":"2010","unstructured":"Lee YB, Choi YJ, Kim MH (2010) Boundary detection in carotid ultrasound images using dynamic programming and a directional haar-like filter. Comput Biol Med 40(8):687\u2013697","journal-title":"Comput Biol Med"},{"issue":"2","key":"1128_CR20","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1109\/42.836372","volume":"19","author":"Q Liang","year":"2000","unstructured":"Liang Q, Wendelhag I, Wikstrand J, Gustavsson T (2000) A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images. IEEE Trans Med Imaging 19(2):127\u2013142","journal-title":"Medical Imaging, IEEE Transactions on"},{"issue":"6","key":"1128_CR21","doi-asserted-by":"crossref","first-page":"1684","DOI":"10.1109\/19.982968","volume":"50","author":"C Liguori","year":"2001","unstructured":"Liguori C, Paolillo A, Pietrosanto A (2001) An automatic measurement system for the evaluation of carotid intima-media thicknesss. IEEE Trans Instrum Meas 50(6):1684\u20131691","journal-title":"Instrumentation and Measurement, IEEE Transactions on"},{"key":"1128_CR22","doi-asserted-by":"crossref","unstructured":"Liu G, Wang B, Liu D (2008) Detection of intima-media layer of common carotid artery with dynamic programming based active contour model. In: Pattern recognition, 2008. CCPR \u201908. Chinese Conference on, pp 1\u20136","DOI":"10.1109\/CCPR.2008.78"},{"issue":"4","key":"1128_CR23","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/j.compmedimag.2009.02.005","volume":"33","author":"C Loizou","year":"2009","unstructured":"Loizou C, Pantziaris M, Pattichis M, Kyriacou E, Pattichis C (2009) Ultrasound image texture analysis of the intima and media layers of the common carotid artery and its correlation with age and gender. Comput Med Imaging Graph 33(4):317\u2013324","journal-title":"Comput Med Imaging Graph"},{"issue":"1","key":"1128_CR24","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1007\/s11517-006-0140-3","volume":"45","author":"CP Loizou","year":"2007","unstructured":"Loizou CP, Pattichis CS, Pantziaris M, Tyllis T, Nicolaides A (2007) Snakes based segmentation of the common carotid artery intima media. Med Biol Eng Comput 45(1):35\u201349","journal-title":"Medical and biological engineering and computing"},{"issue":"1","key":"1128_CR25","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/0165-1684(94)90060-4","volume":"38","author":"F Meyer","year":"1994","unstructured":"Meyer F (1994) Topographic distance and watershed lines. Signal Process 38(1):113\u2013125","journal-title":"Signal Processing"},{"key":"1128_CR26","volume-title":"Pattern Recognition for Medical Imaging","author":"A Meyer-Base","year":"2004","unstructured":"Meyer-Base A (2004) Pattern recognition for medical imaging. Academic Press, London"},{"issue":"7","key":"1128_CR27","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1016\/j.ultras.2012.03.005","volume":"52","author":"F Molinari","year":"2012","unstructured":"Molinari F, Meiburger KM, Saba L, Acharya UR, Ledda M, Nicolaides A, Suri JS (2012) Constrained snake versus conventional snake for carotid ultrasound automated imt measurements on multi-center data sets. Ultrasonics 52(7):949\u2013961","journal-title":"Ultrasonics"},{"issue":"5","key":"1128_CR28","doi-asserted-by":"crossref","first-page":"1112","DOI":"10.1109\/TUFFC.2010.1522","volume":"57","author":"F Molinari","year":"2010","unstructured":"Molinari F, Zeng G, Suri J (2010) Intima-media thickness: setting a standard for a completely automated method of ultrasound measurement. IEEE Trans Ultrasonics Ferroelectr Freq Control 57(5):1112\u20131124","journal-title":"Ultrasonics, Ferroelectrics and Frequency Control, IEEE Transactions on"},{"issue":"3","key":"1128_CR29","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/j.cmpb.2010.04.007","volume":"100","author":"F Molinari","year":"2010","unstructured":"Molinari F, Zeng G, Suri JS (2010) Review: a state of the art review on intima-media thickness (imt) measurement and wall segmentation techniques for carotid ultrasound. Comput Methods Prog Biomed 100(3):201\u2013221","journal-title":"Comput. Methods Prog. Biomed."},{"key":"1128_CR30","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/S0893-6080(05)80056-5","volume":"6","author":"M Moller","year":"1993","unstructured":"Moller M (1993) A scaled conjugate gradient algorithm for fast supervised learning. Neural Netw 6:525\u2013533","journal-title":"Neural Networks"},{"key":"1128_CR31","doi-asserted-by":"crossref","unstructured":"Mor\u00e9 JJ (1978) The levenberg-marquardt algorithm: Implementation and theory. In: Watson G (ed.) Numerical analysis, lecture notes in mathematics, vol 630. Springer, Berlin, pp 105\u2013116","DOI":"10.1007\/BFb0067700"},{"key":"1128_CR32","unstructured":"Organization WH Global atlas on cardiovascular disease prevention and control. online. http:\/\/www.who.int\/cardiovascular_diseases\/en\/"},{"key":"1128_CR33","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1146\/annurev.bioeng.2.1.315","volume":"2","author":"D Pham","year":"2000","unstructured":"Pham D, Xu C, Prince J (2000) Current methods in medical image segmentation. Annu Rev Biomed Eng 2:315\u2013337","journal-title":"Annu Rev Biomed Eng"},{"issue":"4","key":"1128_CR34","doi-asserted-by":"crossref","first-page":"614","DOI":"10.1016\/j.imavis.2009.09.017","volume":"28","author":"R Rocha","year":"2010","unstructured":"Rocha R, Campilho A, Silva J, Azevedo E, Santos R (2010) Segmentation of the carotid intima-media region in b-mode ultrasound images. Image Vis Comput 28(4):614\u2013625","journal-title":"Image Vis Comput"},{"issue":"2","key":"1128_CR35","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1007\/s11760-007-0048-x","volume":"2","author":"N Santhiyakumari","year":"2008","unstructured":"Santhiyakumari N, Madheswaran M (2008) Non-invasive evaluation of carotid artery wall thickness using improved dynamic programming technique. Signal Image Video Process 2(2):183\u2013193","journal-title":"SIViP"},{"issue":"1","key":"1128_CR36","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1016\/S0021-9150(00)00461-5","volume":"154","author":"RH Selzer","year":"2001","unstructured":"Selzer RH, Mack WJ, Lee PL, Kwong-Fu H, Hodis HN (2001) Improved common carotid elasticity and intima-media thickness measurements from computer analysis of sequential ultrasound frames. Atherosclerosis 154(1):185\u2013193","journal-title":"Atherosclerosis"},{"issue":"3","key":"1128_CR37","doi-asserted-by":"crossref","first-page":"550","DOI":"10.1161\/01.CIR.68.3.550","volume":"68","author":"FH Sheehan","year":"1983","unstructured":"Sheehan FH, Stewart DK, Dodge HT, Mitten S, Bolson EL, Brown BG (1983) Variability in the measurement of regional left ventricular wall motion from contrast angiograms. Circulation 68(3):550\u2013559","journal-title":"Circulation"},{"issue":"3","key":"1128_CR38","doi-asserted-by":"crossref","first-page":"244","DOI":"10.1016\/j.echo.2004.12.002","volume":"18","author":"JH Stein","year":"2005","unstructured":"Stein JH, Korcarz CE, Mays ME, Douglas PS, Palta M, Zhang H, LeCaire T, Paine D, Gustafson D, Fan L (2005) A semiautomated ultrasound border detection program that facilitates clinical measurement of ultrasound carotid intima-media thickness. J Am Soc Echocardiogr 18(3):244\u2013251","journal-title":"J Am Soc Echocardiogr"},{"issue":"1","key":"1128_CR39","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1007\/s100440050005","volume":"3","author":"JS Suri","year":"2000","unstructured":"Suri JS, Haralick RM, Sheehan FH (2000) Greedy algorithm for error correction in automatically produced boundaries from low contrast ventriculograms. Pattern Anal Appl 3(1):39\u201360","journal-title":"Pattern Analysis & Applications"},{"key":"1128_CR40","doi-asserted-by":"crossref","first-page":"290","DOI":"10.1159\/000343145","volume":"34","author":"PJ Touboul","year":"2012","unstructured":"Touboul PJ, Hennerici M, Meairs S, Adams H, Amarenco P, Bornstein N, Csiba L, Desvarieux M, Ebrahim S, Hernandez Hernandez R, Jaff M, Kownator S, Naqvi T, Prati P, Rundek T, Sitzer M, Schminke U, Tardif JC, Taylor A, Vicaut E, Woo K (2012) Mannheim carotid intima-media thickness and plaque consensus (2004\u20132006\u20132011). Cerebrovasc Dis 34:290\u2013296","journal-title":"Cerebrovascular Diseases"},{"issue":"10","key":"1128_CR41","doi-asserted-by":"crossref","first-page":"1162","DOI":"10.1080\/02841850802438520","volume":"49","author":"F Vel\u00e1zquez","year":"2008","unstructured":"Vel\u00e1zquez F, Bern\u00e1 JD, Abell\u00e1n JL, Serrano L, Escribano A, Canteras M (2008) Reproducibility of sonographic measurements of carotid intima-media thickness. Acta Radiologica 49(10):1162\u20131166","journal-title":"Acta Radiol"},{"key":"1128_CR42","doi-asserted-by":"crossref","first-page":"2195","DOI":"10.1161\/01.STR.28.11.2195","volume":"28","author":"I Wendelhag","year":"1997","unstructured":"Wendelhag I, Liang Q, Gustavsson T, Wikstrand J (1997) A new automated computerized analysis system simplifies readings and reduces the variability in ultrasound measurement of intima-media thickness. Stroke 28:2195\u20132200","journal-title":"Stroke"},{"issue":"3","key":"1128_CR43","doi-asserted-by":"crossref","first-page":"248","DOI":"10.1016\/j.compmedimag.2011.06.007","volume":"36","author":"X Xu","year":"2012","unstructured":"Xu X, Zhou Y, Cheng X, Song E, Li G (2012) Ultrasound intima-media segmentation using hough transform and dual snake model. Comput Med Imaging Graph 36(3):248\u2013258","journal-title":"Comput Med Imaging Graph"}],"container-title":["Medical &amp; Biological Engineering &amp; Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-013-1128-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11517-013-1128-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-013-1128-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,3]],"date-time":"2019-08-03T22:59:53Z","timestamp":1564873193000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11517-013-1128-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,11,27]]},"references-count":43,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2014,2]]}},"alternative-id":["1128"],"URL":"https:\/\/doi.org\/10.1007\/s11517-013-1128-4","relation":{},"ISSN":["0140-0118","1741-0444"],"issn-type":[{"value":"0140-0118","type":"print"},{"value":"1741-0444","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,11,27]]}}}