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Volumn 151, Issue P1, 2015, Pages 161-167

Fully automatic segmentation of ultrasound common carotid artery images based on machine learning

Author keywords

Atherosclerosis; Auto encoders; Deep learning; Intima media thickness; Pattern recognition; Ultrasound imaging

Indexed keywords

ARTIFICIAL INTELLIGENCE; BLOOD VESSELS; COMPLEX NETWORKS; DIAGNOSIS; DISEASES; LEARNING SYSTEMS; NEURAL NETWORKS; PATHOLOGY; PATTERN RECOGNITION; ULTRASONIC APPLICATIONS; ULTRASONIC IMAGING;

EID: 84922693250     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2014.09.066     Document Type: Article
Times cited : (63)

References (37)
  • 1
    • 84855808050 scopus 로고    scopus 로고
    • Global Atlas on Cardiovascular Disease Prevention and Control
    • W.H. Organization, Global Atlas on Cardiovascular Disease Prevention and Control, Online, URL: http://www.who.int/cardiovascular_diseases/en/.
  • 2
    • 84868239835 scopus 로고    scopus 로고
    • Mannheim carotid intima-media thickness and plaque consensus (2004-2006-2011)
    • Touboul P.-J., et al. Mannheim carotid intima-media thickness and plaque consensus (2004-2006-2011). Cerebrovasc. Dis. 2012, 34:290-296.
    • (2012) Cerebrovasc. Dis. , vol.34 , pp. 290-296
    • Touboul, P.-J.1
  • 3
    • 0345167154 scopus 로고    scopus 로고
    • Carotid intima-media thickness measurements in intervention studies. design options, progression rates, and sample size considerations-a point of view
    • Bots M., Evans G.W., Riley W., Grobbee D. Carotid intima-media thickness measurements in intervention studies. design options, progression rates, and sample size considerations-a point of view. Stroke 2003, 34(12):2985-2994.
    • (2003) Stroke , vol.34 , Issue.12 , pp. 2985-2994
    • Bots, M.1    Evans, G.W.2    Riley, W.3    Grobbee, D.4
  • 4
    • 44449092562 scopus 로고    scopus 로고
    • Reproducibility of carotid intima-media thickness measurements in young adults
    • Gonzalez J., Wood J., Dorey F.J., Wren T.A.L., Gilsanz V. Reproducibility of carotid intima-media thickness measurements in young adults. Radiology 2008, 247(2):247-465.
    • (2008) Radiology , vol.247 , Issue.2 , pp. 247-465
    • Gonzalez, J.1    Wood, J.2    Dorey, F.J.3    Wren, T.A.L.4    Gilsanz, V.5
  • 5
    • 77957890201 scopus 로고    scopus 로고
    • Review. a state of the art review on intima-media thickness (imt) measurement and wall segmentation techniques for carotid ultrasound
    • Molinari F., Zeng G., Suri J.S. Review. a state of the art review on intima-media thickness (imt) measurement and wall segmentation techniques for carotid ultrasound. Comput. Methods Prog. Biomed. 2010, 100(3):201-221.
    • (2010) Comput. Methods Prog. Biomed. , vol.100 , Issue.3 , pp. 201-221
    • Molinari, F.1    Zeng, G.2    Suri, J.S.3
  • 6
    • 0035720717 scopus 로고    scopus 로고
    • An automatic measurement system for the evaluation of carotid intima-media thickness
    • Liguori C., Paolillo A., Pietrosanto A. An automatic measurement system for the evaluation of carotid intima-media thickness. IEEE Trans. Instrum. Meas. 2001, 50(6):1684-1691.
    • (2001) IEEE Trans. Instrum. Meas. , vol.50 , Issue.6 , pp. 1684-1691
    • Liguori, C.1    Paolillo, A.2    Pietrosanto, A.3
  • 7
    • 0036139071 scopus 로고    scopus 로고
    • Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images
    • Cheng D.-C., Schmidt-Trucksass A., Cheng K.-S., Burkhardt H. Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images. Comput. Methods Prog. Biomed. 2002, 67(1):27-37.
    • (2002) Comput. Methods Prog. Biomed. , vol.67 , Issue.1 , pp. 27-37
    • Cheng, D.-C.1    Schmidt-Trucksass, A.2    Cheng, K.-S.3    Burkhardt, H.4
  • 9
    • 54149096512 scopus 로고    scopus 로고
    • Real-time measurement system for evaluation of the carotid intima-media thickness with a robust edge operator
    • Faita F., Gemignani V., Bianchini E., Giannarelli C., Ghiadoni L., Demi M. Real-time measurement system for evaluation of the carotid intima-media thickness with a robust edge operator. J. Ultrasound Med. 2008, 27(9):1353-1361.
    • (2008) J. Ultrasound Med. , vol.27 , Issue.9 , pp. 1353-1361
    • Faita, F.1    Gemignani, V.2    Bianchini, E.3    Giannarelli, C.4    Ghiadoni, L.5    Demi, M.6
  • 10
    • 74749094600 scopus 로고    scopus 로고
    • Segmentation of the carotid intima-media region in b-mode ultrasound images
    • Rocha R., Campilho A., Silva J., Azevedo E., Santos R. Segmentation of the carotid intima-media region in b-mode ultrasound images. Image Vis. Comput. 2010, 28(4):614-625.
    • (2010) Image Vis. Comput. , vol.28 , Issue.4 , pp. 614-625
    • Rocha, R.1    Campilho, A.2    Silva, J.3    Azevedo, E.4    Santos, R.5
  • 11
    • 84896700375 scopus 로고    scopus 로고
    • Automatic detection of the intima-media thickness in ultrasound images of the common carotid artery using neural networks
    • Menchón-Lara R.-M., Bastida-Jumilla M.-C., Morales-Sánchez J., Sancho-Gómez J.-L. Automatic detection of the intima-media thickness in ultrasound images of the common carotid artery using neural networks. Med. Biol. Eng. Comput. 2014, 52(2):169-181.
    • (2014) Med. Biol. Eng. Comput. , vol.52 , Issue.2 , pp. 169-181
    • Menchón-Lara, R.-M.1    Bastida-Jumilla, M.-C.2    Morales-Sánchez, J.3    Sancho-Gómez, J.-L.4
  • 12
    • 34547924050 scopus 로고    scopus 로고
    • Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-d ultrasound images
    • Delsanto S., Molinari F., Giusetto P., Liboni W., Badalamenti S., Suri J. Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-d ultrasound images. IEEE Trans. Instrum. Meas. 2007, 56(4):1265-1274.
    • (2007) IEEE Trans. Instrum. Meas. , vol.56 , Issue.4 , pp. 1265-1274
    • Delsanto, S.1    Molinari, F.2    Giusetto, P.3    Liboni, W.4    Badalamenti, S.5    Suri, J.6
  • 13
    • 36849025927 scopus 로고    scopus 로고
    • Using of the hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery
    • Golemati S., Stoitsis J., Sifakis E.G., Balkizas T., Nikita K.S. Using of the hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery. Ultrasound Med. Biol. 2007, 33(12):1918-1932.
    • (2007) Ultrasound Med. Biol. , vol.33 , Issue.12 , pp. 1918-1932
    • Golemati, S.1    Stoitsis, J.2    Sifakis, E.G.3    Balkizas, T.4    Nikita, K.S.5
  • 14
    • 77951925205 scopus 로고    scopus 로고
    • Intima-media thickness. setting a standard for a completely automated method of ultrasound measurement
    • Molinari F., Zeng G., Suri J. Intima-media thickness. setting a standard for a completely automated method of ultrasound measurement. IEEE Trans. Ultrason., Ferroelectr. Freq. Control 2010, 57(5):1112-1124.
    • (2010) IEEE Trans. Ultrason., Ferroelectr. Freq. Control , vol.57 , Issue.5 , pp. 1112-1124
    • Molinari, F.1    Zeng, G.2    Suri, J.3
  • 16
    • 0035200124 scopus 로고    scopus 로고
    • Improved common carotid elasticity and intima-media thickness measurements from computer analysis of sequential ultrasound frames
    • Selzer R.H., Mack W.J., Lee P.L., Kwong-Fu H., Hodis H.N. Improved common carotid elasticity and intima-media thickness measurements from computer analysis of sequential ultrasound frames. Atherosclerosis 2001, 154(1):185-193.
    • (2001) Atherosclerosis , vol.154 , Issue.1 , pp. 185-193
    • Selzer, R.H.1    Mack, W.J.2    Lee, P.L.3    Kwong-Fu, H.4    Hodis, H.N.5
  • 17
    • 0030710511 scopus 로고    scopus 로고
    • A new automated computerized analysis system simplifies readings and reduces the variability in ultrasound measurement of intima-media thickness
    • Wendelhag I., Liang Q., Gustavsson T., Wikstrand J. A new automated computerized analysis system simplifies readings and reduces the variability in ultrasound measurement of intima-media thickness. Stroke 1997, 28:2195-2200.
    • (1997) Stroke , vol.28 , pp. 2195-2200
    • Wendelhag, I.1    Liang, Q.2    Gustavsson, T.3    Wikstrand, J.4
  • 18
    • 0033624995 scopus 로고    scopus 로고
    • A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images
    • Liang Q., Wendelhag I., Wikstrand J., Gustavsson T. A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images. IEEE Trans. Med. Imaging 2000, 19(2):127-142.
    • (2000) IEEE Trans. Med. Imaging , vol.19 , Issue.2 , pp. 127-142
    • Liang, Q.1    Wendelhag, I.2    Wikstrand, J.3    Gustavsson, T.4
  • 19
    • 0000815211 scopus 로고
    • A dynamic programming procedure for automated ultrasonic measurement of the carotid artery
    • T. Gustavsson, Q. Liang, I. Wendelhag, J. Wikstrand, A dynamic programming procedure for automated ultrasonic measurement of the carotid artery, in: Computers in Cardiology, 1994, pp. 297-300.
    • (1994) Computers in Cardiology , pp. 297-300
    • Gustavsson, T.1    Liang, Q.2    Wendelhag, I.3    Wikstrand, J.4
  • 20
    • 56549127393 scopus 로고    scopus 로고
    • Detections of arterial wall in sonographic artery images using dual dynamic programming
    • Cheng D.-C., Jiang X. Detections of arterial wall in sonographic artery images using dual dynamic programming. IEEE Trans. Inf. Technol. Biomed. 2008, 12(6):792-799.
    • (2008) IEEE Trans. Inf. Technol. Biomed. , vol.12 , Issue.6 , pp. 792-799
    • Cheng, D.-C.1    Jiang, X.2
  • 21
    • 56749150515 scopus 로고    scopus 로고
    • Non-invasive evaluation of carotid artery wall thickness using improved dynamic programming technique
    • Santhiyakumari N., Madheswaran M. Non-invasive evaluation of carotid artery wall thickness using improved dynamic programming technique. Signal, Image Vid. Process. 2008, 2(2):183-193.
    • (2008) Signal, Image Vid. Process. , vol.2 , Issue.2 , pp. 183-193
    • Santhiyakumari, N.1    Madheswaran, M.2
  • 22
    • 77955581583 scopus 로고    scopus 로고
    • Boundary detection in carotid ultrasound images using dynamic programming and a directional haar-like filter
    • Lee Y.-B., Choi Y.-J., Kim M.-H. Boundary detection in carotid ultrasound images using dynamic programming and a directional haar-like filter. Comput. Biol. Med. 2010, 40(8):687-697.
    • (2010) Comput. Biol. Med. , vol.40 , Issue.8 , pp. 687-697
    • Lee, Y.-B.1    Choi, Y.-J.2    Kim, M.-H.3
  • 23
    • 0034477937 scopus 로고    scopus 로고
    • Anisotropic edge-preserving smoothing in carotid b-mode ultrasound for improved segmentation and intima-media thickness (imt) measurement
    • R. Chan, J. Kaufhold, L. Hemphill, R. Lees, W. Karl, Anisotropic edge-preserving smoothing in carotid b-mode ultrasound for improved segmentation and intima-media thickness (imt) measurement, in: Computers in Cardiology, 2000, pp. 37-40.
    • (2000) Computers in Cardiology , pp. 37-40
    • Chan, R.1    Kaufhold, J.2    Hemphill, L.3    Lees, R.4    Karl, W.5
  • 27
    • 84863717513 scopus 로고    scopus 로고
    • Constrained snake vs. conventional snake for carotid ultrasound automated imt measurements on multi-center data sets
    • Molinari F., Meiburger K.M., Saba L., Acharya U.R., Ledda M., Nicolaides A., Suri J.S. Constrained snake vs. conventional snake for carotid ultrasound automated imt measurements on multi-center data sets. Ultrasonics 2012, 52(7):949-961.
    • (2012) Ultrasonics , vol.52 , Issue.7 , pp. 949-961
    • Molinari, F.1    Meiburger, K.M.2    Saba, L.3    Acharya, U.R.4    Ledda, M.5    Nicolaides, A.6    Suri, J.S.7
  • 28
    • 84868157978 scopus 로고    scopus 로고
    • Segmentation of the common carotid intima-media complex in ultrasound images using active contours
    • Petroudi S., Loizou C., Pantziaris M., Pattichis C. Segmentation of the common carotid intima-media complex in ultrasound images using active contours. IEEE Trans. Biomed. Eng. 2012, 59(11):3060-3069.
    • (2012) IEEE Trans. Biomed. Eng. , vol.59 , Issue.11 , pp. 3060-3069
    • Petroudi, S.1    Loizou, C.2    Pantziaris, M.3    Pattichis, C.4
  • 29
    • 57949084657 scopus 로고    scopus 로고
    • Detection of intima-media layer of common carotid artery with dynamic programming based active contour model
    • Chinese Conference on Pattern Recognition (CCPR'08)
    • G. Liu, B. Wang, D. Liu, Detection of intima-media layer of common carotid artery with dynamic programming based active contour model, in: Chinese Conference on Pattern Recognition (CCPR'08), 2008, pp. 1-6.
    • (2008) , pp. 1-6
    • Liu, G.1    Wang, B.2    Liu, D.3
  • 30
    • 59449093925 scopus 로고    scopus 로고
    • Segmentation in ultrasonic b-mode images of healthy carotid arteries using mixtures of Nakagami distributions and stochastic optimization
    • Destrempes F., Meunier J., Giroux M.-F., Soulez G., Cloutier G. Segmentation in ultrasonic b-mode images of healthy carotid arteries using mixtures of Nakagami distributions and stochastic optimization. IEEE Trans. Med. Imaging 2009, 28(2):215-229.
    • (2009) IEEE Trans. Med. Imaging , vol.28 , Issue.2 , pp. 215-229
    • Destrempes, F.1    Meunier, J.2    Giroux, M.-F.3    Soulez, G.4    Cloutier, G.5
  • 31
    • 77951017463 scopus 로고    scopus 로고
    • An automatic 2d cad algorithm for the segmentation of the imt in ultrasound carotid artery images
    • Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2009)
    • D. Ilea, P. Whelan, C. Brown, A. Stanton, An automatic 2d cad algorithm for the segmentation of the imt in ultrasound carotid artery images, in: Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2009), 2009, pp. 515-519.
    • (2009) , pp. 515-519
    • Ilea, D.1    Whelan, P.2    Brown, C.3    Stanton, A.4
  • 32
    • 84858072893 scopus 로고    scopus 로고
    • Ultrasound intima-media segmentation using hough transform and dual snake model
    • Xu X., Zhou Y., Cheng X., Song E., Li G. Ultrasound intima-media segmentation using hough transform and dual snake model. Comput. Med. Imaging Graph. 2012, 36(3):248-258.
    • (2012) Comput. Med. Imaging Graph. , vol.36 , Issue.3 , pp. 248-258
    • Xu, X.1    Zhou, Y.2    Cheng, X.3    Song, E.4    Li, G.5
  • 34
    • 0034575445 scopus 로고    scopus 로고
    • Current methods in medical image segmentation
    • Pham D., Xu C., Prince J. Current methods in medical image segmentation. Ann. Rev. Biomed. Eng. 2000, 2:315-337.
    • (2000) Ann. Rev. Biomed. Eng. , vol.2 , pp. 315-337
    • Pham, D.1    Xu, C.2    Prince, J.3
  • 35
    • 0027205884 scopus 로고
    • A scaled conjugate gradient algorithm for fast supervised learning
    • Moller M. A scaled conjugate gradient algorithm for fast supervised learning. Neural Netw. 1993, 6:525-533.
    • (1993) Neural Netw. , vol.6 , pp. 525-533
    • Moller, M.1
  • 36
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • Hinton G.E., Salakhutdinov R.R. Reducing the dimensionality of data with neural networks. Science 2006, 313(5786):504-507.
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 37
    • 84904092315 scopus 로고    scopus 로고
    • Representational learning with extreme learning machine for big data
    • Kasun L.L.C., Zhou H., Huang G.-B., Vong C.M. Representational learning with extreme learning machine for big data. IEEE Intell. Syst. 2013, 28(6):31-34.
    • (2013) IEEE Intell. Syst. , vol.28 , Issue.6 , pp. 31-34
    • Kasun, L.L.C.1    Zhou, H.2    Huang, G.-B.3    Vong, C.M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.