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Volumn 59, Issue 9, 2012, Pages 2538-2548

An ensemble classification-based approach applied to retinal blood vessel segmentation

Author keywords

Ensemble classification; medical image analysis; retinal blood vessels; segmentation

Indexed keywords

BOOSTED DECISION TREES; DATA SETS; ENGLAND; ENSEMBLE CLASSIFICATION; ENSEMBLE SYSTEMS; FEATURE VECTORS; FILTER RESPONSE; GRADIENT VECTOR FIELD; HEALTH-STUDY; LINE STRENGTH; MEDICAL IMAGE ANALYSIS; MORPHOLOGICAL TRANSFORMATIONS; ORIENTATION ANALYSIS; PATHOLOGICAL RETINAL IMAGES; RETINAL BLOOD VESSELS; RETINAL IMAGE; RETINAL IMAGE ANALYSIS; RETINAL VESSELS;

EID: 84865463567     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2012.2205687     Document Type: Article
Times cited : (926)

References (34)
  • 1
    • 80051550032 scopus 로고    scopus 로고
    • Retinal arteriolar tortuosity and cardiovascular risk factors in a multi-ethnic population study of 10-year-old children; the child heart and health study in england (chase)
    • Jun.
    • C. G. Owen, A. R. Rudnicka, C. M. Nightingale, R. Mullen, S. A. Barman, N. Sattar, D. G. Cook, and P. H. Whincup, "Retinal arteriolar tortuosity and cardiovascular risk factors in a multi-ethnic population study of 10-year-old children; The child heart and health study in England (CHASE)," Arterioscl., Throm., Vasc. Biol., Jun. 2011.
    • (2011) Arterioscl., Throm., Vasc. Biol.
    • Owen, C.G.1    Rudnicka, A.R.2    Nightingale, C.M.3    Mullen, R.4    Barman, S.A.5    Sattar, N.6    Cook, D.G.7    Whincup, P.H.8
  • 3
    • 65549125943 scopus 로고    scopus 로고
    • Measuring retinal vessel tortuosity in 10-year-old children: Validation of the computer-Assisted image analysis of the retina (caiar) program
    • C. G. Owen, A. R. Rudnicka, R. Mullen, S. A. Barman, D. Monekosso, P. H. Whincup, J. Ng, and C. Paterson, "Measuring retinal vessel tortuosity in 10-year-old children: Validation of the computer-Assisted image analysis of the retina (CAIAR) program," Invest. Ophthalmol. Visual Sci., vol. 50, pp. 2004-2010, 2009.
    • (2009) Invest. Ophthalmol. Visual Sci. , vol.50 , pp. 2004-2010
    • Owen, C.G.1    Rudnicka, A.R.2    Mullen, R.3    Barman, S.A.4    Monekosso, D.5    Whincup, P.H.6    Ng, J.7    Paterson, C.8
  • 6
    • 0033623974 scopus 로고    scopus 로고
    • Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response
    • Mar
    • A. D. Hoover, V. Kouznetsova, and M. Goldbaum, "Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response," IEEE Trans. Med. Imaging, vol. 19, no. 3, pp. 203-210, Mar. 2000.
    • (2000) IEEE Trans. Med. Imaging , vol.19 , Issue.3 , pp. 203-210
    • Hoover, A.D.1    Kouznetsova, V.2    Goldbaum, M.3
  • 7
    • 84872605919 scopus 로고    scopus 로고
    • CHASEDB1 (Jan. 2011). [Online]. Available
    • CHASEDB1 (Jan. 2011). [Online]. Available: http://sec.kingston.ac.uk/ retinal.
  • 8
    • 0036156161 scopus 로고    scopus 로고
    • Detection and measurement of retinal vessels in fundus images using amplitude modified second-order Gaussian filter
    • DOI 10.1109/10.979356
    • L. Gang, O. Chutatape, and S. M. Krishnan, "Detection and measurement of retinal vessels in fundus images using amplitude modified second-order Gaussian filter," IEEE Trans. Biomed. Eng., vol. 49, no. 2, pp. 168-172, Feb. 2002. (Pubitemid 34112726)
    • (2002) IEEE Transactions on Biomedical Engineering , vol.49 , Issue.2 , pp. 168-172
    • Gang, L.1    Chutatape, O.2    Krishnan, S.M.3
  • 9
    • 0035397820 scopus 로고    scopus 로고
    • Segmentation of vessel-like patterns using mathematical morphology and curvature evaluation
    • DOI 10.1109/83.931095, PII S1057714901032663
    • F. Zana and J. C. Klein, "Segmentation of vessel-like patterns using mathematical morphology and curvature evaluation," IEEE Trans. Image Process., vol. 10, no. 7, pp. 1010-1019, Jul. 2001. (Pubitemid 32650877)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.7 , pp. 1010-1019
    • Zana, F.1    Klein, J.-C.2
  • 10
    • 33748118111 scopus 로고    scopus 로고
    • Segmentation of retinal blood vessels by combining the detection of centerlines and morphological reconstruction
    • DOI 10.1109/TMI.2006.879955, 1677726
    • A. M. Mendonca and A. Campilho, "Segmentation of retinal blood vessels by combining the detection of centerlines and morphological reconstruction," IEEE Trans. Med. Imaging, vol. 25, no. 9, pp. 1200-1213, Sep. 2006. (Pubitemid 44304279)
    • (2006) IEEE Transactions on Medical Imaging , vol.25 , Issue.9 , pp. 1200-1213
    • Mendonca, A.M.1    Campilho, A.2
  • 12
    • 0035241673 scopus 로고    scopus 로고
    • Vessel extraction in medical images by wave-propagation and traceback
    • DOI 10.1109/42.913178, PII S0278006201012332
    • F. K. H. Quek and C. Kirbas, "Vessel extraction in medical images by wave-propagation and traceback," IEEE Trans. Med. Imaging, vol. 20, no. 2, pp. 117-131, Feb. 2001. (Pubitemid 32407033)
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.2 , pp. 117-131
    • Quek, F.K.H.1    Kirbas, C.2
  • 14
    • 33847637156 scopus 로고    scopus 로고
    • Analysis of retinal vasculature using a multiresolution hermite model
    • DOI 10.1109/TMI.2006.889732
    • W. Li, A. Bhalerao, and R. Wilson, "Analysis of retinal vasculature using a multiresolution hermite model," IEEE Trans. Med. Imaging, vol. 26, no. 2, pp. 137-152, Feb. 2007. (Pubitemid 46362759)
    • (2007) IEEE Transactions on Medical Imaging , vol.26 , Issue.2 , pp. 137-152
    • Wang, L.1    Bhalerao, A.2    Wilson, R.3
  • 15
    • 41649102639 scopus 로고    scopus 로고
    • A novel vessel segmentation algorithm for pathological retina images based on the divergence of vector fields
    • Feb
    • B. S. Y. Lam and Y. Hong, "A novel vessel segmentation algorithm for pathological retina images based on the divergence of vector fields," IEEE Trans. Med. Imaging, vol. 27, no. 2, pp. 237-246, Feb. 2008.
    • (2008) IEEE Trans. Med. Imaging , vol.27 , Issue.2 , pp. 237-246
    • Lam, B.S.Y.1    Hong, Y.2
  • 16
    • 77954227870 scopus 로고    scopus 로고
    • General retinal vessel segmentation using regularization- basedmulticoncavity modeling
    • Jul
    • B. S. Y. Lam, G. Yongsheng, and A. W. C. Liew, "General retinal vessel segmentation using regularization-basedmulticoncavity modeling," IEEE Trans. Med. Imaging, vol. 29, no. 7, pp. 1369-1381, Jul. 2010.
    • (2010) IEEE Trans. Med. Imaging , vol.29 , Issue.7 , pp. 1369-1381
    • Lam, B.S.Y.1    Yongsheng, G.2    Liew, A.W.C.3
  • 17
    • 34447550498 scopus 로고    scopus 로고
    • Automatic identification of retinal arteries and veins from dual-wavelength images using structural and functional features
    • DOI 10.1109/TBME.2007.900804
    • H. Narasimha-Iyer, J.M.Beach,B.Khoobehi, and B. Roysam, "Automatic identification of retinal arteries and veins from dual-wavelength images using structural and functional features," IEEE Trans. Biomed. Eng., vol. 54, no. 8, pp. 1427-1435, Aug. 2007. (Pubitemid 47076257)
    • (2007) IEEE Transactions on Biomedical Engineering , vol.54 , Issue.8 , pp. 1427-1435
    • Narasimha-Iyer, H.1    Beach, J.M.2    Khoobehi, B.3    Roysam, B.4
  • 18
    • 77951644589 scopus 로고    scopus 로고
    • An active contour model for segmenting and measuring retinal vessels
    • Sep
    • B. Al-Diri, A. Hunter, and D. Steel, "An active contour model for segmenting and measuring retinal vessels," IEEE Trans. Med. Imaging, vol. 28, no. 9, pp. 1488-1497, Sep. 2009.
    • (2009) IEEE Trans. Med. Imaging , vol.28 , Issue.9 , pp. 1488-1497
    • Al-Diri, B.1    Hunter, A.2    Steel, D.3
  • 19
    • 37349048294 scopus 로고    scopus 로고
    • Vessel extraction under non-uniform illumination: A level set approach
    • DOI 10.1109/TBME.2007.896587
    • K. W. Sum and P. Y. S. Cheung, "Vessel extraction under non-uniform illumination: A level set approach," IEEE Trans. Biomed. Eng., vol. 55, no. 1, pp. 358-360, Jan. 2008. (Pubitemid 350308394)
    • (2008) IEEE Transactions on Biomedical Engineering , vol.55 , Issue.1 , pp. 358-360
    • Sum, K.W.1    Cheung, P.Y.S.2
  • 20
    • 5644287725 scopus 로고    scopus 로고
    • Comparative study of retinal vessel segmentation methods on a new publicly available database
    • M. Niemeijer, J. Staal, B. van Ginneken, M. Loog, and M. D. Abramoff, "Comparative study of retinal vessel segmentation methods on a new publicly available database," Proc. SPIE, 2004, vol. 5370, pp. 648-665.
    • (2004) Proc. SPIE , vol.5370 , pp. 648-665
    • Niemeijer, M.1    Staal, J.2    Van Ginneken, B.3    Loog, M.4    Abramoff, M.D.5
  • 21
    • 33748099339 scopus 로고    scopus 로고
    • Retinal vessel segmentation using the 2-D Gabor wavelet and supervised classification
    • DOI 10.1109/TMI.2006.879967, 1677727
    • J. V. B. Soares, J. J. G. Leandro, R. M. Cesar, H. F. Jelinek, and M. J. Cree, "Retinal vessel segmentation using the 2-D Gabor wavelet and supervised classification," IEEE Trans.Med. Imaging, vol. 25, no. 9, pp. 1214-1222, Sep. 2006. (Pubitemid 44304280)
    • (2006) IEEE Transactions on Medical Imaging , vol.25 , Issue.9 , pp. 1214-1222
    • Soares, J.V.B.1    Leandro, J.J.G.2    Cesar Jr., R.M.3    Jelinek, H.F.4    Cree, M.J.5
  • 22
    • 34948844097 scopus 로고    scopus 로고
    • Retinal blood vessel segmentation using line operators and support vector classification
    • DOI 10.1109/TMI.2007.898551
    • E. Ricci and R. Perfetti, "Retinal blood vessel segmentation using line operators and support vector classification," IEEE Trans. Med. Imaging, vol. 26, no. 10, pp. 1357-1365, Oct. 2007. (Pubitemid 47525297)
    • (2007) IEEE Transactions on Medical Imaging , vol.26 , Issue.10 , pp. 1357-1365
    • Ricci, E.1    Perfetti, R.2
  • 23
    • 77956379265 scopus 로고    scopus 로고
    • Fabc: Retinal vessel segmentation using adaboost
    • Sep
    • C. A. Lupascu, D. Tegolo, and E. Trucco, "FABC: Retinal vessel segmentation using adaboost," IEEE Trans. Inf. Technol. Biomed., vol. 14, no. 5, pp. 1267-1274, Sep. 2010.
    • (2010) IEEE Trans. Inf. Technol. Biomed. , vol.14 , Issue.5 , pp. 1267-1274
    • Lupascu, C.A.1    Tegolo, D.2    Trucco, E.3
  • 24
    • 78650885895 scopus 로고    scopus 로고
    • A new supervised method for blood vessel segmentation in retinal images by using gray-level and moment invariants-based features
    • Jan
    • D. Mar'in, A. Aquino, M. E. Geg'undez-Arias, and J. M. Bravo, "A new supervised method for blood vessel segmentation in retinal images by using gray-level and moment invariants-based features," IEEE Trans. Med. Imaging, vol. 30, no. 1, pp. 146-158, Jan. 2011.
    • (2011) IEEE Trans. Med. Imaging , vol.30 , Issue.1 , pp. 146-158
    • Mar'in, D.1    Bravo, J.M.2
  • 25
    • 79958792462 scopus 로고    scopus 로고
    • Segmentation of retinal blood vessels using the radial projection and semi-supervised approach
    • X. You, Q. Peng, Y. Yuan, Y. Cheung, and J. Lei, "Segmentation of retinal blood vessels using the radial projection and semi-supervised approach," Pattern Recogn., vol. 44, pp. 2314-2324, 2011.
    • (2011) Pattern Recogn. , vol.44 , pp. 2314-2324
    • You, X.1    Peng, Q.2    Yuan, Y.3    Cheung, Y.4    Lei, J.5
  • 27
    • 84865511176 scopus 로고    scopus 로고
    • Tutorial on gabor filters
    • [Online]. Available
    • J. R. Movellan, "Tutorial on gabor filters," Tutorial paper. (2008). [Online]. Available: http://mplab.ucsd.edu/tutorials/pdfs/gabor.pdf.
    • (2008) Tutorial Paper. (
    • Movellan, J.R.1
  • 28
    • 4444271529 scopus 로고    scopus 로고
    • Linear structures inmammographic images: Detection and classification
    • Sep
    • R. Zwiggelaar, S. M. Astley, C. R. M. Boggis, and C. J. Taylor, "Linear structures inmammographic images: Detection and classification," IEEE Trans. Med. Imaging, vol. 23, no. 9, pp. 1077-1086, Sep. 2004.
    • (2004) IEEE Trans. Med. Imaging , vol.23 , Issue.9 , pp. 1077-1086
    • Zwiggelaar, R.1    Astley, S.M.2    Boggis, C.R.M.3    Taylor, C.J.4
  • 29
    • 33748611921 scopus 로고    scopus 로고
    • Ensemble based systems in decision making
    • Sep
    • R. Polikar, "Ensemble based systems in decision making," IEEE Circuits Syst. Magaz., vol. 6, no. 3, pp. 21-45, Sep. 2006.
    • (2006) IEEE Circuits Syst. Magaz. , vol.6 , Issue.3 , pp. 21-45
    • Polikar, R.1
  • 30
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman, "Bagging predictors," Mach. Learn., vol. 24, no. 2, pp. 123-140, Aug. 1996. (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 32
    • 0034164230 scopus 로고    scopus 로고
    • Additive logistic regression: A statistical view of boosting
    • J. Friedman, T. Hastie, and R. Tibshirani, "Additive logistic regression: A statistical view of boosting," Annal. Stat., vol. 28, pp. 337-374, 2000.
    • (2000) Annal. Stat. , vol.28 , pp. 337-374
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 33
    • 0037252215 scopus 로고    scopus 로고
    • Adaptive local thresholding by verificationbasedmultithreshold probing with application to vessel detection in retinal images
    • Jan
    • J. Xiaoyi and D. Mojon, "Adaptive local thresholding by verificationbasedmultithreshold probing with application to vessel detection in retinal images," IEEE Trans. Pattern Anal.Mach. Intell., vol. 25, no. 1, pp. 131-137, Jan. 2003.
    • (2003) IEEE Trans. Pattern Anal.Mach. Intell. , vol.25 , Issue.1 , pp. 131-137
    • Xiaoyi, J.1    Mojon, D.2
  • 34
    • 79955529649 scopus 로고    scopus 로고
    • Retinal image analysis using curvelet transform and multistructure elements morphology by reconstruction
    • May
    • M. S. Miri and A. Mahloojifar, "Retinal image analysis using curvelet transform and multistructure elements morphology by reconstruction," IEEE Trans. Biomed. Eng., vol. 58, no. 5, pp. 1183-1192, May 2011.
    • (2011) IEEE Trans. Biomed. Eng. , vol.58 , Issue.5 , pp. 1183-1192
    • Miri, M.S.1    Mahloojifar, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.