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Volumn 49, Issue , 2016, Pages 616-628

Early-stage atherosclerosis detection using deep learning over carotid ultrasound images

Author keywords

Auto encoders; Deep learning; Extreme learning machine; Image segmentation; Intima media thickness

Indexed keywords

ABSTRACTING; ARTIFICIAL INTELLIGENCE; COMPUTER AIDED DIAGNOSIS; DIAGNOSIS; DISEASES; IMAGE SEGMENTATION; KNOWLEDGE ACQUISITION; NEURAL NETWORKS; PATHOLOGY; RISK ASSESSMENT; ULTRASONIC APPLICATIONS;

EID: 84988000506     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2016.08.055     Document Type: Article
Times cited : (51)

References (37)
  • 1
    • 84987931338 scopus 로고    scopus 로고
    • Global Atlas on Cardiovascular Disease Prevention and Control, Online. URL.
    • [1] WHO, Global Atlas on Cardiovascular Disease Prevention and Control, Online. URL www.who.int/cardiovascular_diseases/en/.
  • 2
    • 84868239835 scopus 로고    scopus 로고
    • Mannheim carotid intima-media thickness and plaque consensus (2004–2006–2011)
    • [2] Touboul, P.-J., et al. Mannheim carotid intima-media thickness and plaque consensus (2004–2006–2011). Cerebrovasc. Dis. 34 (2012), 290–296.
    • (2012) Cerebrovasc. Dis. , vol.34 , pp. 290-296
    • Touboul, P.-J.1
  • 3
    • 84882960928 scopus 로고    scopus 로고
    • Atherosclerosis: the evolving role of vascular image analysis
    • [3] Nikita, K.S., Atherosclerosis: the evolving role of vascular image analysis. Comput. Med. Imaging Graph. 37:1 (2013), 1–3, 10.1016/j.compmedimag.2012.12.001.
    • (2013) Comput. Med. Imaging Graph. , vol.37 , Issue.1 , pp. 1-3
    • Nikita, K.S.1
  • 4
    • 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
    • [4] 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. 100:3 (2010), 201–221, 10.1016/j.cmpb.2010.04.007.
    • (2010) Comput. Methods Prog. Biomed. , vol.100 , Issue.3 , pp. 201-221
    • Molinari, F.1    Zeng, G.2    Suri, J.S.3
  • 5
    • 84925493759 scopus 로고    scopus 로고
    • A review of ultrasound common carotid artery image and video segmentation techniques
    • [5] Loizou, C., A review of ultrasound common carotid artery image and video segmentation techniques. Med. Biol. Eng. Comput. 52:12 (2014), 1073–1093, 10.1007/s11517-014-1203-5.
    • (2014) Med. Biol. Eng. Comput. , vol.52 , Issue.12 , pp. 1073-1093
    • Loizou, C.1
  • 6
    • 0035720717 scopus 로고    scopus 로고
    • An automatic measurement system for the evaluation of carotid intima-media thicknesss
    • [6] Liguori, C., Paolillo, A., Pietrosanto, A., An automatic measurement system for the evaluation of carotid intima-media thicknesss. IEEE Trans. Instrum. Meas. 50:6 (2001), 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
    • [7] 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 Programs Biomed. 67:1 (2002), 27–37.
    • (2002) Comput. Methods Programs 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
    • [9] 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. 27:9 (2008), 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
    • [10] 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. 28:4 (2010), 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
    • [11] 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. 52:2 (2014), 169–181, 10.1007/s11517-013-1128-4.
    • (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
    • 84922693250 scopus 로고    scopus 로고
    • Fully automatic segmentation of ultrasound common carotid artery images based on machine learning
    • [12] Menchón-Lara, R.-M., Sancho-Gómez, J.-L., Fully automatic segmentation of ultrasound common carotid artery images based on machine learning. Neurocomputing 151:Part 1 (2015), 161–167, 10.1016/j.neucom.2014.09.066.
    • (2015) Neurocomputing , vol.151 , pp. 161-167
    • Menchón-Lara, R.-M.1    Sancho-Gómez, J.-L.2
  • 14
    • 34547924050 scopus 로고    scopus 로고
    • Characterization of a completely user-independent algorithm for carotid artery segmentation in 2-D ultrasound images
    • [14] 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. 56:4 (2007), 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
  • 15
    • 36849025927 scopus 로고    scopus 로고
    • Using of the Hough transform to segment ultrasound images of longitudinal and transverse sections of the carotid artery
    • [15] 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. 33:12 (2007), 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
  • 16
    • 77951925205 scopus 로고    scopus 로고
    • Intima-media thickness: setting a standard for a completely automated method of ultrasound measurement
    • [16] 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 57:5 (2010), 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
  • 17
    • 84872036761 scopus 로고    scopus 로고
    • Fully automated segmentation and tracking of the intima media thickness in ultrasound video sequences of the common carotid artery
    • [17] Ilea, D., Duffy, C., Kavanagh, L., Stanton, A., Whelan, P., Fully automated segmentation and tracking of the intima media thickness in ultrasound video sequences of the common carotid artery. IEEE Trans. Ultrason. Ferroelectr. Freq. Control, 60(1), 2013, 10.1109/TUFFC.2013.2547.
    • (2013) IEEE Trans. Ultrason. Ferroelectr. Freq. Control , vol.60 , Issue.1
    • Ilea, D.1    Duffy, C.2    Kavanagh, L.3    Stanton, A.4    Whelan, P.5
  • 18
    • 0035200124 scopus 로고    scopus 로고
    • Improved common carotid elasticity and intima-media thickness measurements from computer analysis of sequential ultrasound frames
    • [18] 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 154:1 (2001), 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
  • 19
    • 0000815211 scopus 로고
    • A dynamic programming procedure for automated ultrasonic measurement of the carotid artery
    • [19] Gustavsson, T., Liang, Q., Wendelhag, I., Wikstrand, J., A dynamic programming procedure for automated ultrasonic measurement of the carotid artery. Computers in Cardiology 1994, 1994, 297–300.
    • (1994) Computers in Cardiology 1994 , pp. 297-300
    • Gustavsson, T.1    Liang, Q.2    Wendelhag, I.3    Wikstrand, J.4
  • 20
    • 0030710511 scopus 로고    scopus 로고
    • A new automated computerized analysis system simplifies readings and reduces the variability in ultrasound measurement of intima-media thickness
    • [20] 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 28 (1997), 2195–2200.
    • (1997) Stroke , vol.28 , pp. 2195-2200
    • Wendelhag, I.1    Liang, Q.2    Gustavsson, T.3    Wikstrand, J.4
  • 21
    • 0033624995 scopus 로고    scopus 로고
    • A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images
    • [21] Liang, Q., Wendelhag, I., Wikstrand, J., Gustavsson, T., A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images. IEEE Trans. Med. Imaging 19:2 (2000), 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
  • 22
    • 56549127393 scopus 로고    scopus 로고
    • Detections of arterial wall in sonographic artery images using dual dynamic programming
    • [22] Cheng, D.-C., Jiang, X., Detections of arterial wall in sonographic artery images using dual dynamic programming. IEEE Trans. Inf. Technol. Biomed. 12:6 (2008), 792–799.
    • (2008) IEEE Trans. Inf. Technol. Biomed. , vol.12 , Issue.6 , pp. 792-799
    • Cheng, D.-C.1    Jiang, X.2
  • 23
    • 56749150515 scopus 로고    scopus 로고
    • Non-invasive evaluation of carotid artery wall thickness using improved dynamic programming technique
    • [23] Santhiyakumari, N., Madheswaran, M., Non-invasive evaluation of carotid artery wall thickness using improved dynamic programming technique. Signal Image Video Process. 2:2 (2008), 183–193.
    • (2008) Signal Image Video Process. , vol.2 , Issue.2 , pp. 183-193
    • Santhiyakumari, N.1    Madheswaran, M.2
  • 24
    • 77955581583 scopus 로고    scopus 로고
    • Boundary detection in carotid ultrasound images using dynamic programming and a directional Haar-like filter
    • [24] 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. 40:8 (2010), 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
  • 26
    • 84863717513 scopus 로고    scopus 로고
    • Constrained snake vs. conventional snake for carotid ultrasound automated IMT measurements on multi-center data sets
    • [26] 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 52:7 (2012), 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
  • 27
    • 84868157978 scopus 로고    scopus 로고
    • Segmentation of the common carotid intima-media complex in ultrasound images using active contours
    • [27] 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. 59:11 (2012), 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
  • 28
    • 59449093925 scopus 로고    scopus 로고
    • Segmentation in ultrasonic B-mode images of healthy carotid arteries using mixtures of Nakagami distributions and stochastic optimization
    • [28] 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 28:2 (2009), 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
  • 29
    • 84858072893 scopus 로고    scopus 로고
    • Ultrasound intima-media segmentation using Hough transform and dual snake model
    • [29] 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. 36:3 (2012), 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
  • 30
    • 33745903481 scopus 로고    scopus 로고
    • Extreme learning machine: theory and applications
    • [30] Huang, G.-B., Zhu, Q.-Y., Siew, C.-K., Extreme learning machine: theory and applications. Neurocomputing 70:1–3 (2006), 489–501, 10.1016/j.neucom.2005.12.126.
    • (2006) Neurocomputing , vol.70 , Issue.1-3 , pp. 489-501
    • Huang, G.-B.1    Zhu, Q.-Y.2    Siew, C.-K.3
  • 31
    • 84859007933 scopus 로고    scopus 로고
    • Extreme learning machine for regression and multiclass classification
    • [31] Huang, G.-B., Zhou, H., Ding, X., Zhang, R., Extreme learning machine for regression and multiclass classification. IEEE Trans. Syst. Man Cybern. Part B: Cybern. 42:2 (2012), 513–529, 10.1109/TSMCB.2011.2168604.
    • (2012) IEEE Trans. Syst. Man Cybern. Part B: Cybern. , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.-B.1    Zhou, H.2    Ding, X.3    Zhang, R.4
  • 32
    • 84879854889 scopus 로고    scopus 로고
    • Representation learning: a review and new perspectives
    • [32] Bengio, Y., Courville, A., Vincent, P., Representation learning: a review and new perspectives. IEEE Trans. Pattern Anal. Mach. Intell. 35:8 (2013), 1798–1828, 10.1109/TPAMI.2013.50.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.8 , pp. 1798-1828
    • Bengio, Y.1    Courville, A.2    Vincent, P.3
  • 33
    • 84905712727 scopus 로고    scopus 로고
    • Deep Learning: Methods and Applications, Tech. Rep. MSR-TR-2014-21
    • [33] Deng, L., Yu, D., Deep Learning: Methods and Applications, Tech. Rep. MSR-TR-2014-21. 2014 http://research.microsoft.com/apps/pubs/default.aspx?id=209355.
    • (2014)
    • Deng, L.1    Yu, D.2
  • 34
    • 84904092315 scopus 로고    scopus 로고
    • Representational learning with extreme learning machine for big data
    • [34] Kasun, L.L.C., Zhou, H., Huang, G.-B., Vong, C.M., Representational learning with extreme learning machine for big data. IEEE Intell. Syst. 28:6 (2013), 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
  • 35
    • 84868626655 scopus 로고    scopus 로고
    • Weighted extreme learning machine for imbalance learning
    • [35] Zong, W., Huang, G.-B., Chen, Y., Weighted extreme learning machine for imbalance learning. Neurocomputing 101:0 (2013), 229–242, 10.1016/j.neucom.2012.08.010.
    • (2013) Neurocomputing , vol.101 , pp. 229-242
    • Zong, W.1    Huang, G.-B.2    Chen, Y.3
  • 36
    • 0034421371 scopus 로고    scopus 로고
    • Greedy algorithm for error correction in automatically produced boundaries from low contrast ventriculograms
    • [36] Suri, J.S., Haralick, R.M., Sheehan, F.H., Greedy algorithm for error correction in automatically produced boundaries from low contrast ventriculograms. Pattern Anal. Appl. 3:1 (2000), 39–60, 10.1007/s100440050005.
    • (2000) Pattern Anal. Appl. , vol.3 , Issue.1 , pp. 39-60
    • Suri, J.S.1    Haralick, R.M.2    Sheehan, F.H.3
  • 37
    • 0020573591 scopus 로고
    • Variability in the measurement of regional left ventricular wall motion from contrast angiograms
    • [37] Sheehan, F.H., Stewart, D.K., Dodge, H.T., Mitten, S., Bolson, E.L., Brown, B.G., Variability in the measurement of regional left ventricular wall motion from contrast angiograms. Circulation 68:3 (1983), 550–559.
    • (1983) Circulation , vol.68 , Issue.3 , pp. 550-559
    • Sheehan, F.H.1    Stewart, D.K.2    Dodge, H.T.3    Mitten, S.4    Bolson, E.L.5    Brown, B.G.6


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