메뉴 건너뛰기




Volumn 32, Issue 6, 2013, Pages 1019-1032

Superpixel classification based optic disc and optic cup segmentation for glaucoma screening

Author keywords

Glaucoma screening; optic cup segmentation; optic disc segmentation

Indexed keywords

AUTOMATIC SEGMENTATIONS; CUP TO DISC RATIOS; INTRA OCULAR PRESSURE; LOCATION INFORMATION; OPTIC CUPS; OPTIC DISC; RETINAL FUNDUS IMAGES; SEGMENTATION METHODS;

EID: 84878557120     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2013.2247770     Document Type: Article
Times cited : (563)

References (65)
  • 1
    • 33644655886 scopus 로고    scopus 로고
    • The number of people with glaucoma worldwide in 2010 and 2020
    • DOI 10.1136/bjo.2005.081224
    • H. A. Quigley and A. T. Broman, "The number of people with glaucoma worldwide in 2010 and 2020, " Br. J. Ophthalmol. , vol. 90, no. 3, pp. 262-267, 2006. (Pubitemid 43325451)
    • (2006) British Journal of Ophthalmology , vol.90 , Issue.3 , pp. 262-267
    • Quigley, H.1    Broman, A.T.2
  • 3
    • 0033887412 scopus 로고    scopus 로고
    • The prevalence of glaucoma in chinese residents of singapore: A cross-sectional population survey of the tanjong pagar district
    • P. J. Foster, F. T. Oen, D. Machin, T. P. Ng, J. G. Devereux, G. J. Johnson, P. T. Khaw, and S. K. Seah, "The prevalence of glaucoma in Chinese residents of Singapore: A cross-sectional population survey of the Tanjong Pagar district, " Arch. Ophthalmol. , vol. 118, no. 8, pp. 1105-1111, 2000. (Pubitemid 30643344)
    • (2000) Archives of Ophthalmology , vol.118 , Issue.8 , pp. 1105-1111
    • Foster, P.J.1    Oen, F.T.S.2    Machin, D.3    Ng, T.-P.4    Devereux, J.G.5    Johnson, G.J.6    Khaw, P.T.7    Seah, S.K.L.8
  • 4
    • 84878617782 scopus 로고    scopus 로고
    • Centre Eye Res. Australia, Tunnel vision: The economic impact of primary open angle glaucoma 2008 [Online]. Available
    • Centre Eye Res. Australia, Tunnel vision: The economic impact of primary open angle glaucoma 2008 [Online]. Available: http://nla. gov. au/nla. arc-86954
  • 7
    • 77951645182 scopus 로고    scopus 로고
    • Glaucoma risk index: Automated glaucoma detection from color fundus images
    • R. Bock, J. Meier, L. G. Nyl, and G. Michelson, "Glaucoma risk index: Automated glaucoma detection from color fundus images, " Med. Image Anal. , vol. 14, pp. 471-481, 2010.
    • (2010) Med. Image Anal. , vol.14 , pp. 471-481
    • Bock, R.1    Meier, J.2    Nyl, L.G.3    Michelson, G.4
  • 8
    • 79957994804 scopus 로고    scopus 로고
    • Optic disk and cup segmentation from monocular color retinal images for glaucoma assessment
    • Jun.
    • G. D. Joshi, J. Sivaswamy, and S. R. Krishnadas, "Optic disk and cup segmentation from monocular color retinal images for glaucoma assessment, " IEEE Trans. Med. Imag. , vol. 30, no. 6, pp. 1192-1205, Jun. 2011.
    • (2011) IEEE Trans. Med. Imag. , vol.30 , Issue.6 , pp. 1192-1205
    • Joshi, G.D.1    Sivaswamy, J.2    Krishnadas, S.R.3
  • 9
    • 0027300768 scopus 로고
    • Sensitivity and specificity of optic disc parameters in chronic glaucoma
    • T. Damms and F. Dannheim, "Sensitivity and specificity of optic disc parameters in chronic glaucoma, " Invest. Ophth. Vis. Sci. , vol. 34, pp. 2246-2250, 1993. (Pubitemid 23191251)
    • (1993) Investigative Ophthalmology and Visual Science , vol.34 , Issue.7 , pp. 2246-2250
    • Damms, T.1    Dannheim, F.2
  • 10
    • 0032754853 scopus 로고    scopus 로고
    • Optic disc size, an important consideration in the glaucoma evaluation
    • D. Michael and O. D. Hancox, "Optic disc size, an important consideration in the glaucoma evaluation, " Clin. Eye Vis. Care, vol. 11, pp. 59-62, 1999.
    • (1999) Clin. Eye Vis. Care , vol.11 , pp. 59-62
    • Michael, D.1    Hancox, O.D.2
  • 12
    • 0026543774 scopus 로고
    • Glaucomatous parapapillary atrophy occurrence and correlations
    • J. B. Jonas, M. C. Fernandez, and G. O. Naumann, "Glaucomatous parapapillary atrophy occurrence and correlations, " Arch. Ophthalmol. , vol. 110, pp. 214-222, 1992.
    • (1992) Arch. Ophthalmol. , vol.110 , pp. 214-222
    • Jonas, J.B.1    Fernandez, M.C.2    Naumann, G.O.3
  • 14
    • 33947673382 scopus 로고    scopus 로고
    • Optic disk feature extraction via modified deformable model technique for glaucoma analysis
    • DOI 10.1016/j.patcog.2006.10.015, PII S0031320306004158
    • 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 Recognit. , vol. 40, pp. 2063-2076, 2007. (Pubitemid 46497239)
    • (2007) Pattern Recognition , vol.40 , Issue.7 , pp. 2063-2076
    • Xu, J.1    Chutatape, O.2    Sung, E.3    Zheng, C.4    Chew Tec Kuan, P.5
  • 16
    • 78349283181 scopus 로고    scopus 로고
    • Automated segmentation of neural canal opening and optic cup in 3-d spectral optical coherence tomography volumes of the optic nerve head
    • Z. Hu, M. D. Abràmoff, Y. H. Kwon, K. Lee, and M. K. Garvin, "Automated segmentation of neural canal opening and optic cup in 3-d spectral optical coherence tomography volumes of the optic nerve head, " Invest. Ophthalmol. Vis. Sci. , vol. 51, pp. 5708-5717, 2010.
    • (2010) Invest. Ophthalmol. Vis. Sci. , vol.51 , pp. 5708-5717
    • Hu, Z.1    Abràmoff, M.D.2    Kwon, Y.H.3    Lee, K.4    Garvin, M.K.5
  • 18
    • 35048876743 scopus 로고    scopus 로고
    • Segmentation of fundus eye images using methods of mathematical morphology for glaucoma diagnosis
    • K. Stapor, A. Sacutewitonski, R. Chrastek, and G. Michelson, "Segmentation of fundus eye images using methods of mathematical morphology for glaucoma diagnosis, " in Proc. Int. Conf. Comput. Sci. , 2004, pp. 41-48.
    • (2004) Proc. Int. Conf. Comput. Sci. , pp. 41-48
    • Stapor, K.1    Sacutewitonski, A.2    Chrastek, R.3    Michelson, G.4
  • 23
    • 0041525298 scopus 로고    scopus 로고
    • Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels
    • Aug.
    • A. Hoover and M. Goldbaum, "Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels, " IEEE Trans. Med. Imag. , vol. 22, no. 8, pp. 951-958, Aug. 2003.
    • (2003) IEEE Trans. Med. Imag. , vol.22 , Issue.8 , pp. 951-958
    • Hoover, A.1    Goldbaum, M.2
  • 24
    • 6344293833 scopus 로고    scopus 로고
    • Detection of optic disc in retinal images by means of a geometrical model of vessel structure
    • Oct.
    • M. Foracchia, E. Grisan, and A. Ruggeri, "Detection of optic disc in retinal images by means of a geometrical model of vessel structure, " IEEE Trans. Med. Imag. , vol. 23, no. 10, pp. 1189-1195, Oct. 2004.
    • (2004) IEEE Trans. Med. Imag. , vol.23 , Issue.10 , pp. 1189-1195
    • Foracchia, M.1    Grisan, E.2    Ruggeri, A.3
  • 26
    • 61849135437 scopus 로고    scopus 로고
    • Detection of the optic disc in images of the retina using the hough transform
    • X. Zhu and R. M. Rangayyan, "Detection of the optic disc in images of the retina using the hough transform, " in Int. Conf. IEEE Eng. Med. Biol. Soc. , 2008, pp. 3546-3549.
    • (2008) Int. Conf. IEEE Eng. Med. Biol. Soc. , pp. 3546-3549
    • Zhu, X.1    Rangayyan, R.M.2
  • 27
    • 78149252063 scopus 로고    scopus 로고
    • Detecting the optic disc boundary in digital fundus images using morphological, edge detection, and feature extraction techniques
    • Nov.
    • A. Aquino, M. Gegundez-Arias, and D. Marin, "Detecting the optic disc boundary in digital fundus images using morphological, edge detection, and feature extraction techniques, " IEEE Trans. Med. Imag. , vol. 29, no. 11, pp. 1860-1869, Nov. 2010.
    • (2010) IEEE Trans. Med. Imag. , vol.29 , Issue.11 , pp. 1860-1869
    • Aquino, A.1    Gegundez-Arias, M.2    Marin, D.3
  • 32
    • 84897355085 scopus 로고    scopus 로고
    • Segmentation of optic nerve head rim in color fundus photographs by probability based active shape model
    • L. Tang, M. K. Garvin, Y. H. Kwon, and M. D. Abràmoff, "Segmentation of optic nerve head rim in color fundus photographs by probability based active shape model, " in ARVO, 2012.
    • (2012) ARVO
    • Tang, L.1    Garvin, M.K.2    Kwon, Y.H.3    Abràmoff, M.D.4
  • 33
    • 78650824225 scopus 로고    scopus 로고
    • Learning-based approach for the automatic detection of the optic disc in digital retinal fundus photographs
    • D. W. K. Wong, J. Liu, N. M. Tan, F. Yin, B. H. Lee, and T. Y. Wong, "Learning-based approach for the automatic detection of the optic disc in digital retinal fundus photographs, " in Int. Conf. IEEE Eng. Med. Biol. Soc. , 2010, pp. 5355-5358.
    • (2010) Int. Conf. IEEE Eng. Med. Biol. Soc. , pp. 5355-5358
    • Wong, D.W.K.1    Liu, J.2    Tan, N.M.3    Yin, F.4    Lee, B.H.5    Wong, T.Y.6
  • 34
    • 0032964566 scopus 로고    scopus 로고
    • Ophthalmoscopic evaluation of the optic nerve head
    • DOI 10.1016/S0039-6257(98)00049-6, PII S0039625798000496
    • J. B. Jonas, W. M. Budde, and S. Panda-Jonas, "Ophthalmoscopic evaulation of the optic nerve head, " Surv. Ophthalmol. , pp. 293-320, 1999. (Pubitemid 29070417)
    • (1999) Survey of Ophthalmology , vol.43 , Issue.4 , pp. 293-320
    • Jonas, J.B.1    Budde, W.M.2    Panda-Jonas, S.3
  • 37
    • 78650591674 scopus 로고    scopus 로고
    • Automated segmentation of optic disc region on retinal fundus photographs: Comparison of contour modeling and pixel classification methods
    • C. Muramatsu, T. Nakagawa, A. Sawada, Y. Hatanaka, T. Hara, T. Yamamoto, and H. Fujita, "Automated segmentation of optic disc region on retinal fundus photographs: Comparison of contour modeling and pixel classification methods, " Comput. Methods Programs Biomed. , vol. 101, pp. 23-32, 2011.
    • (2011) Comput. Methods Programs Biomed. , vol.101 , pp. 23-32
    • Muramatsu, C.1    Nakagawa, T.2    Sawada, A.3    Hatanaka, Y.4    Hara, T.5    Yamamoto, T.6    Fujita, H.7
  • 38
    • 0345414167 scopus 로고    scopus 로고
    • Learning a classification model for segmentation
    • X. Ren and J. Malik, "Learning a classification model for segmentation, " in Int. Conf. Comput. Vis. , 2003, vol. 1, pp. 10-17.
    • (2003) Int. Conf. Comput. Vis. , vol.1 , pp. 10-17
    • Ren, X.1    Malik, J.2
  • 39
    • 9644254228 scopus 로고    scopus 로고
    • Efficient graph-based image segmentation
    • P. Felzenszwalb and D. Huttenlocher, "Efficient graph-based image segmentation, " Int. J. Comput. Vis. , vol. 59, no. 2, pp. 167-181, 2004.
    • (2004) Int. J. Comput. Vis. , vol.59 , Issue.2 , pp. 167-181
    • Felzenszwalb, P.1    Huttenlocher, D.2
  • 42
    • 78149315825 scopus 로고    scopus 로고
    • Superpixels and supervoxels in an energy optimization framework
    • O. Veksler, Y. Boykov, and P. Mehrani, "Superpixels and supervoxels in an energy optimization framework, " in Proc. Eur. Conf. Comput. Vis. , 2010, vol. 5, pp. 211-224.
    • (2010) Proc. Eur. Conf. Comput. Vis. , vol.5 , pp. 211-224
    • Veksler, O.1    Boykov, Y.2    Mehrani, P.3
  • 43
    • 56749131266 scopus 로고    scopus 로고
    • Quick shift and kernel methods for mode seeking
    • A. Vedaldi and S. Soatto, "Quick shift and kernel methods for mode seeking, " in Proc. Eur. Conf. Comput. Vis. , 2008, pp. 705-718.
    • (2008) Proc. Eur. Conf. Comput. Vis. , pp. 705-718
    • Vedaldi, A.1    Soatto, S.2
  • 46
    • 0026172104 scopus 로고
    • Watersheds in digital spaces: An efficient algorithm based on immersion simulations
    • DOI 10.1109/34.87344
    • L. Vincent and P. Soille, "Watersheds in digital spaces: An efficient algorithmbased on immersion simulations, " IEEE Trans. Pattern Anal. Mach. Intell. , vol. 13, no. 6, pp. 583-598, Jun. 1991. (Pubitemid 21675616)
    • (1991) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.13 , Issue.6 , pp. 583-598
    • Vincent Luc1    Soille Pierre2
  • 48
    • 78149311874 scopus 로고    scopus 로고
    • Superparsing: Scalable nonparametric image parsing with superpixels
    • J. Tighe and S. Lazebnik, "Superparsing: Scalable nonparametric image parsing with superpixels, " in Eur. Conf. Comput, Vis. , 2010, vol. 5, pp. 352-365.
    • (2010) Eur. Conf. Comput, Vis. , vol.5 , pp. 352-365
    • Tighe, J.1    Lazebnik, S.2
  • 49
    • 84943256771 scopus 로고
    • A local neural implementation of histogram equalization
    • T. H. Hildebrandt, "A local neural implementation of histogram equalization, " in IEEE Int. Conf. Neural Netw. , 1993, vol. 3, pp. 1678-1683.
    • (1993) IEEE Int. Conf. Neural Netw. , vol.3 , pp. 1678-1683
    • Hildebrandt, T.H.1
  • 52
    • 72949123287 scopus 로고    scopus 로고
    • Biologically inspired feature manifold for scene classification
    • Jan.
    • D. Song and D. Tao, "Biologically inspired feature manifold for scene classification, " IEEE Trans. Image Process. , vol. 19, no. 1, pp. 174-184, Jan. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.1 , pp. 174-184
    • Song, D.1    Tao, D.2
  • 53
    • 84870491726 scopus 로고    scopus 로고
    • Peripapillary atrophy detection by sparse biologically inspired feature manifold
    • Dec.
    • J. Cheng, D. Tao, J. Liu, D. W. K. Wong, N. M. Tan, T. Y. Wong, and S. M. Saw, "Peripapillary atrophy detection by sparse biologically inspired feature manifold, " IEEE Trans. Med. Imag. , vol. 31, no. 12, pp. 2355-2365, Dec. 2012.
    • (2012) IEEE Trans. Med. Imag. , vol.31 , Issue.12 , pp. 2355-2365
    • Cheng, J.1    Tao, D.2    Liu, J.3    Wong, D.W.K.4    Tan, N.M.5    Wong, T.Y.6    Saw, S.M.7
  • 57
    • 66749131422 scopus 로고    scopus 로고
    • Automated detection of kinks from blood vessels for optic cup segmentation in retinal images
    • D. W. K. Wong, J. Liu, J. H. Lim, H. Li, and T. Y. Wong, "Automated detection of kinks from blood vessels for optic cup segmentation in retinal images, " in Proc. SPIE, 2009, p. 72601J.
    • (2009) Proc. SPIE
    • Wong, D.W.K.1    Liu, J.2    Lim, J.H.3    Li, H.4    Wong, T.Y.5
  • 58
    • 80053524664 scopus 로고    scopus 로고
    • Sliding window and regression based cup detection in digital fundus images for glaucoma diagnosis
    • Y. Xu, D. Xu, S. Lin, J. Liu, J. Cheng, C. Y. Cheung, T. Aung, and T. Y. Wong, "Sliding window and regression based cup detection in digital fundus images for glaucoma diagnosis, " in MICCAI 2011, 2011, pp. 1-8.
    • (2011) MICCAI 2011 , pp. 1-8
    • Xu, Y.1    Xu, D.2    Lin, S.3    Liu, J.4    Cheng, J.5    Cheung, C.Y.6    Aung, T.7    Wong, T.Y.8
  • 63
    • 84878589119 scopus 로고    scopus 로고
    • Expert system for early automated detection of DR by analysis of digital retinal images project website. Huelva, Spain Univ. Huelva [Online]. Available
    • Expert system for early automated detection of DR by analysis of digital retinal images project website. Huelva, Spain Univ. Huelva [Online]. Available: http://www.uhu. es/retinopathy
  • 64
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • E. R. Delong, D. M. Delong, and D. L. Clarke-Pearson, "Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach, " Biometrics, vol. 44, no. 3, pp. 837-845, 1988.
    • (1988) Biometrics , vol.44 , Issue.3 , pp. 837-845
    • Delong, E.R.1    Delong, D.M.2    Clarke-Pearson, D.L.3
  • 65
    • 84863393661 scopus 로고    scopus 로고
    • Domain transfer multiple kernel learning
    • Mar.
    • L. Duan, I. W. Tsang, and D. Xu, "Domain transfer multiple kernel learning, " IEEE Trans. Pattern Anal. Mach. Intell. , vol. 34, no. 3, pp. 465-479, Mar. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell. , vol.34 , Issue.3 , pp. 465-479
    • Duan, L.1    Tsang, I.W.2    Xu, D.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.