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Volumn 10, Issue 1, 2014, Pages 174-183

Automated classification of glaucoma stages using higher order cumulant features

Author keywords

Fundus image; Glaucoma; Higher order cumulant; Na ve Bayesian; Radon transform

Indexed keywords

AUTOMATION; DIAGNOSIS; DISCRIMINANT ANALYSIS; EYE PROTECTION; MATHEMATICAL TRANSFORMATIONS; SUPPORT VECTOR MACHINES;

EID: 84897980968     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2013.11.006     Document Type: Article
Times cited : (146)

References (60)
  • 1
    • 0026409550 scopus 로고
    • Relationship between intraocular pressure and primary open angle glaucoma among white and black Americans. The Baltimore Eye Survey
    • A. Sommer, J.M. Tielsch, J. Katz, H.A. Quigley, J.D. Gottsch, J. Javitt, and K. Singh Relationship between intraocular pressure and primary open angle glaucoma among white and black Americans. The Baltimore Eye Survey Archives of Ophthalmology 109 8 1991 1090 1095
    • (1991) Archives of Ophthalmology , vol.109 , Issue.8 , pp. 1090-1095
    • Sommer, A.1    Tielsch, J.M.2    Katz, J.3    Quigley, H.A.4    Gottsch, J.D.5    Javitt, J.6    Singh, K.7
  • 2
    • 84856950279 scopus 로고    scopus 로고
    • A survey and comparative study on the instruments for glaucoma detection
    • T.C. Lim, S. Chattopadhyay, and U.R. Acharya A survey and comparative study on the instruments for glaucoma detection Medical Engineering and Physics 34 2 2012 129 139
    • (2012) Medical Engineering and Physics , vol.34 , Issue.2 , pp. 129-139
    • Lim, T.C.1    Chattopadhyay, S.2    Acharya, U.R.3
  • 4
    • 1842425681 scopus 로고    scopus 로고
    • Prevalence of open-angle glaucoma among adults in the United States
    • Eye Diseases Prevalence Research Group
    • Eye Diseases Prevalence Research Group Prevalence of open-angle glaucoma among adults in the United States Archives of Ophthalmology 122 2004 532 538
    • (2004) Archives of Ophthalmology , vol.122 , pp. 532-538
  • 5
    • 33644655886 scopus 로고    scopus 로고
    • The number of people with glaucoma worldwide in 2010 and 2020
    • H.A. Quigley, and A.T. Broman The number of people with glaucoma worldwide in 2010 and 2020 British Journal of Ophthalmology 90 3 2006 262 267
    • (2006) British Journal of Ophthalmology , vol.90 , Issue.3 , pp. 262-267
    • Quigley, H.A.1    Broman, A.T.2
  • 6
    • 84897987746 scopus 로고    scopus 로고
    • Glaucoma Research Foundation http://www.manipal.edu/Home/Pages/Welcome. aspx, 2011 (accessed November 2011)
    • Glaucoma Research Foundation. < http://www.glaucoma.org/learn/ glaucoma-facts.php >, http://www.manipal.edu/Home/Pages/Welcome.aspx, 2011 (accessed November 2011).
  • 8
    • 84897989407 scopus 로고    scopus 로고
    • http://www.glaucoma.org/glaucoma/diagnostic-tests.php
  • 9
    • 0038692875 scopus 로고    scopus 로고
    • Detection of glaucomatous visual field changes using the Moorfields regression analysis of the Heidelberg retina tomography
    • S. Miglior, M. Guareschi, E. Albe, S. Gomarasca, M. Vavassori, and N. Orzalesi Detection of glaucomatous visual field changes using the Moorfields regression analysis of the Heidelberg retina tomography American Journal of Ophthalmology 136 1 2003 26 33
    • (2003) American Journal of Ophthalmology , vol.136 , Issue.1 , pp. 26-33
    • Miglior, S.1    Guareschi, M.2    Albe, E.3    Gomarasca, S.4    Vavassori, M.5    Orzalesi, N.6
  • 10
    • 40249088914 scopus 로고    scopus 로고
    • Clinical practice guidelines: A case study of combining OWL-S, OWL, and SWRL
    • M.A. Casteleiro, and J.J.D. Diz Clinical practice guidelines: a case study of combining OWL-S, OWL, and SWRL Knowledge-Based Systems 21 3 2008 247 255
    • (2008) Knowledge-Based Systems , vol.21 , Issue.3 , pp. 247-255
    • Casteleiro, M.A.1    Diz, J.J.D.2
  • 14
    • 84860253391 scopus 로고    scopus 로고
    • Algorithms for the automated detection of diabetic retinopathy using digital fundus images: A review
    • O. Faust, U.R. Acharya, E.Y.K. Ng, K.H. Ng, and J.S. Suri Algorithms for the automated detection of diabetic retinopathy using digital fundus images: a review Journal of Medical Systems 36 1 2012 145 157
    • (2012) Journal of Medical Systems , vol.36 , Issue.1 , pp. 145-157
    • Faust, O.1    Acharya, U.R.2    Ng, E.Y.K.3    Ng, K.H.4    Suri, J.S.5
  • 16
    • 33947673382 scopus 로고    scopus 로고
    • Optic disk feature extraction via modified deformable model technique for glaucoma analysis
    • J. Xu, O. Chutatape, E. Sung, C. Zheng, and P.C.T. Kuan Optic disk feature extraction via modified deformable model technique for glaucoma analysis Pattern Recognition 40 7 2007 2063 2076
    • (2007) Pattern Recognition , vol.40 , Issue.7 , pp. 2063-2076
    • Xu, J.1    Chutatape, O.2    Sung, E.3    Zheng, C.4    Kuan, P.C.T.5
  • 21
    • 84897998737 scopus 로고    scopus 로고
    • Glaucoma Guide (Online). 2010
    • Glaucoma Guide (Online). Available from: http://www.medrounds.org/ glaucoma-guide/2006/02/section-1-b-meaning-of-cupping.html, 2010.
  • 22
    • 33645111939 scopus 로고    scopus 로고
    • The many faces of glaucomatous optic neuropathy
    • A.J. Vingrys The many faces of glaucomatous optic neuropathy Clinical and Experimental Optometry 83 2000 145 160
    • (2000) Clinical and Experimental Optometry , vol.83 , pp. 145-160
    • Vingrys, A.J.1
  • 24
    • 27244449650 scopus 로고    scopus 로고
    • Scoring of visual field measured through Humphrey perimetry: Principal component varimax rotation followed by validated cluster analysis
    • J.P. Nordmann, M. Mesbah, and G. Berdeaux Scoring of visual field measured through Humphrey perimetry: principal component varimax rotation followed by validated cluster analysis Investigative Ophthalmology and Visual Science 46 2005 3169 3176
    • (2005) Investigative Ophthalmology and Visual Science , vol.46 , pp. 3169-3176
    • Nordmann, J.P.1    Mesbah, M.2    Berdeaux, G.3
  • 28
    • 6344293833 scopus 로고    scopus 로고
    • Detection of optic disc in retinal images by means of a geometrical model of vessel structure
    • M. Foracchia, E. Grisan, and A. Ruggeri Detection of optic disc in retinal images by means of a geometrical model of vessel structure IEEE Transactions on Biomedical Engineering 23 10 2004 1189 1195
    • (2004) IEEE Transactions on Biomedical Engineering , vol.23 , Issue.10 , pp. 1189-1195
    • Foracchia, M.1    Grisan, E.2    Ruggeri, A.3
  • 29
    • 0041525298 scopus 로고    scopus 로고
    • Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels
    • A. Hoover, and M. Goldbaum Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels IEEE Transactions on Biomedical Engineering 22 8 2003 951 958
    • (2003) IEEE Transactions on Biomedical Engineering , vol.22 , Issue.8 , pp. 951-958
    • Hoover, A.1    Goldbaum, M.2
  • 30
    • 33847723421 scopus 로고    scopus 로고
    • Automated optic disk boundary detection by modified active contour model
    • J. Xu, O. Chutatape, and P. Chew Automated optic disk boundary detection by modified active contour model IEEE Transactions on Biomedical Engineering 54 3 2007 473 482
    • (2007) IEEE Transactions on Biomedical Engineering , vol.54 , Issue.3 , pp. 473-482
    • Xu, J.1    Chutatape, O.2    Chew, P.3
  • 31
    • 0035498046 scopus 로고    scopus 로고
    • Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching
    • M. Lalonde, M. Beaulieu, and L. Gagnon Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching IEEE Transactions on Medical Imaging 20 11 2011 1193 1200
    • (2011) IEEE Transactions on Medical Imaging , vol.20 , Issue.11 , pp. 1193-1200
    • Lalonde, M.1    Beaulieu, M.2    Gagnon, L.3
  • 32
    • 84881168660 scopus 로고    scopus 로고
    • Shearlet-based texture feature extraction for classification of breast tumor in ultrasound image
    • Z. Shichong, J. Shi, J. Zhu, Y. Cai, and R. Wang Shearlet-based texture feature extraction for classification of breast tumor in ultrasound image Biomedical Signal Processing and Control 8 6 2013 688 696
    • (2013) Biomedical Signal Processing and Control , vol.8 , Issue.6 , pp. 688-696
    • Shichong, Z.1    Shi, J.2    Zhu, J.3    Cai, Y.4    Wang, R.5
  • 37
    • 33847748235 scopus 로고    scopus 로고
    • Accurate centerline detection and line width estimation of thick lines using the Radon transform
    • Q. Zhang, and I. Couloigner Accurate centerline detection and line width estimation of thick lines using the Radon transform IEEE Transactions on Image Processing 24 2006 310 316
    • (2006) IEEE Transactions on Image Processing , vol.24 , pp. 310-316
    • Zhang, Q.1    Couloigner, I.2
  • 38
    • 0022880440 scopus 로고
    • On the determination of functions from their integral values along certain manifolds
    • J. Radon, and P.C. Parks (Translator) On the determination of functions from their integral values along certain manifolds IEEE Transactions on Medical Imaging 5 4 1986 170 176
    • (1986) IEEE Transactions on Medical Imaging , vol.5 , Issue.4 , pp. 170-176
    • Radon, J.1    Parks, P.C.2
  • 39
    • 0026119462 scopus 로고
    • Tutorial on higher-order statistics (spectra) in signal processing and system theory: Theoretical results and some applications
    • J.M. Mendel Tutorial on higher-order statistics (spectra) in signal processing and system theory: theoretical results and some applications Proceedings of the IEEE 79 1991 278 305
    • (1991) Proceedings of the IEEE , vol.79 , pp. 278-305
    • Mendel, J.M.1
  • 40
    • 80053348045 scopus 로고    scopus 로고
    • Automatic detection of epileptic EEG signals using higher order cumulant features
    • U.R. Acharya, S.V. Sree, and J.S. Suri Automatic detection of epileptic EEG signals using higher order cumulant features International Journal of Neural Systems 21 5 2011 403 414
    • (2011) International Journal of Neural Systems , vol.21 , Issue.5 , pp. 403-414
    • Acharya, U.R.1    Sree, S.V.2    Suri, J.S.3
  • 41
    • 84862264272 scopus 로고    scopus 로고
    • Application of higher order cumulants to ECG signals for the cardiac health diagnosis
    • Eng. Medicine and Biology Society, EMBC, 2011
    • R.J. Martis, U.R. Acharya, A.K. Ray, and C. Chakraborty Application of higher order cumulants to ECG signals for the cardiac health diagnosis Annual Int. Conf. IEEE Eng. Medicine and Biology Society, EMBC, 2011 2011 1697 1700
    • (2011) Annual Int. Conf. IEEE , pp. 1697-1700
    • Martis, R.J.1    Acharya, U.R.2    Ray, A.K.3    Chakraborty, C.4
  • 45
    • 14644408830 scopus 로고    scopus 로고
    • 2D-LDA: A statistical linear discriminant analysis for image matrix
    • M. Li, and B. Yuan 2D-LDA: a statistical linear discriminant analysis for image matrix Pattern Recognition Letters 26 5 2005 527 532
    • (2005) Pattern Recognition Letters , vol.26 , Issue.5 , pp. 527-532
    • Li, M.1    Yuan, B.2
  • 46
    • 85028159926 scopus 로고    scopus 로고
    • ECG beat classification using PCA, LDA, ICA and discrete wavelet transform
    • R.J. Martis, U.R. Acharya, and L.C. Min ECG beat classification using PCA, LDA, ICA and discrete wavelet transform Biomedical Signal Processing and Control 8 5 2013 437 448
    • (2013) Biomedical Signal Processing and Control , vol.8 , Issue.5 , pp. 437-448
    • Martis, R.J.1    Acharya, U.R.2    Min, L.C.3
  • 47
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R.A. Fisher The use of multiple measurements in taxonomic problems Annals of Eugenics 7 1936 179 188
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 49
    • 84881142403 scopus 로고    scopus 로고
    • Quantitative analysis of sub-epithelial connective tissue cell population of oral submucous fibrosis using support vector machine
    • M.R.K. Mookiah, C. Chakraborty, R.R. Paul, and A.K. Ray Quantitative analysis of sub-epithelial connective tissue cell population of oral submucous fibrosis using support vector machine Journal of Medical Imaging and Health Informatics 1 1 2011 4 12
    • (2011) Journal of Medical Imaging and Health Informatics , vol.1 , Issue.1 , pp. 4-12
    • Mookiah, M.R.K.1    Chakraborty, C.2    Paul, R.R.3    Ray, A.K.4
  • 50
    • 34249761849 scopus 로고
    • Learning Bayesian networks: The combination of knowledge and statistical data
    • D. Heckerman, D. Geiger, and D.M. Chickering Learning Bayesian networks: the combination of knowledge and statistical data Machine Learning 20 3 1995 197 243
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 197-243
    • Heckerman, D.1    Geiger, D.2    Chickering, D.M.3
  • 52
    • 27944494029 scopus 로고    scopus 로고
    • An extension of the naive Bayesian classifier
    • R.R. Yager An extension of the naive Bayesian classifier Information Sciences 176 2006 577 588
    • (2006) Information Sciences , vol.176 , pp. 577-588
    • Yager, R.R.1
  • 54
    • 77949262979 scopus 로고    scopus 로고
    • Linear discriminant analysis and artificial neural network for glaucoma diagnosis using scanning laser polarimetry - Variable cornea compensation measurements in Taiwan Chinese population
    • M.L. Huang, H.Y. Chen, W.C. Huang, and Y.Y. Tsai Linear discriminant analysis and artificial neural network for glaucoma diagnosis using scanning laser polarimetry - variable cornea compensation measurements in Taiwan Chinese population Graefe's Archive for Clinical and Experimental Ophthalmology 248 3 2010 435 441
    • (2010) Graefe's Archive for Clinical and Experimental Ophthalmology , vol.248 , Issue.3 , pp. 435-441
    • Huang, M.L.1    Chen, H.Y.2    Huang, W.C.3    Tsai, Y.Y.4
  • 55
    • 33846321243 scopus 로고    scopus 로고
    • Trained artificial neural network for glaucoma diagnosis using visual field data: A comparison with conventional algorithms
    • D. Bizios, A. Heijl, and B. Bengtsson Trained artificial neural network for glaucoma diagnosis using visual field data: a comparison with conventional algorithms Journal of Glaucoma 16 1 2007 20 28
    • (2007) Journal of Glaucoma , vol.16 , Issue.1 , pp. 20-28
    • Bizios, D.1    Heijl, A.2    Bengtsson, B.3
  • 57
    • 64949176627 scopus 로고    scopus 로고
    • Detection of glaucomatous eye via color fundus images using fractal dimensions
    • R. Kolar, and J. Jan Detection of glaucomatous eye via color fundus images using fractal dimensions Radio Engineering 17 3 2008 109 114
    • (2008) Radio Engineering , vol.17 , Issue.3 , pp. 109-114
    • Kolar, R.1    Jan, J.2
  • 60
    • 84861643378 scopus 로고    scopus 로고
    • Data mining technique for automated diagnosis of glaucoma using higher order spectra and wavelet energy features
    • M.R.K. Mookiah, U.R. Acharya, C.M. Lim, A. Petznick, and J.S. Suri Data mining technique for automated diagnosis of glaucoma using higher order spectra and wavelet energy features Knowledge-Based Systems 33 2012 73 82
    • (2012) Knowledge-Based Systems , vol.33 , pp. 73-82
    • Mookiah, M.R.K.1    Acharya, U.R.2    Lim, C.M.3    Petznick, A.4    Suri, J.S.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.