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Volumn 33, Issue 8, 2009, Pages 608-622

Algorithms for digital image processing in diabetic retinopathy

Author keywords

Computer aided diagnosis; Diabetic retinopathy; Digital imaging; Image processing

Indexed keywords

DATA SAMPLE; DIABETIC RETINOPATHY; DIGITAL IMAGE PROCESSING; DIGITAL IMAGING; GOLD STANDARDS; GROUND TRUTH; IMAGE DATABASE; OPTIC DISKS; RETINAL VASCULATURE;

EID: 70350090834     PISSN: 08956111     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compmedimag.2009.06.003     Document Type: Article
Times cited : (235)

References (158)
  • 1
    • 2342466734 scopus 로고    scopus 로고
    • Global prevalence of diabetes: estimates for the year 2000 and projections for 2030
    • Wild S., Roglic G., Green A., Sicree R., and King H. Global prevalence of diabetes: estimates for the year 2000 and projections for 2030. Diabetes Care 27 (2004) 1047-1053
    • (2004) Diabetes Care , vol.27 , pp. 1047-1053
    • Wild, S.1    Roglic, G.2    Green, A.3    Sicree, R.4    King, H.5
  • 3
    • 0041525298 scopus 로고    scopus 로고
    • Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels
    • Hoover A., and Goldbaum M. Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels. IEEE Trans Med Imaging 22 (2003) 951-958
    • (2003) IEEE Trans Med Imaging , vol.22 , pp. 951-958
    • Hoover, A.1    Goldbaum, M.2
  • 6
    • 18244368954 scopus 로고    scopus 로고
    • Luminosity and contrast normalization in retinal images
    • Foracchia M., Grisan E., and Ruggeri A. Luminosity and contrast normalization in retinal images. Med Imaging Anal 9 (2005) 179-190
    • (2005) Med Imaging Anal , vol.9 , pp. 179-190
    • Foracchia, M.1    Grisan, E.2    Ruggeri, A.3
  • 7
    • 0032893006 scopus 로고    scopus 로고
    • The preprocessing of retinal images for the detection of fluorescein leakage
    • Cree M.J., Olson J.A., McHardy K.C., Sharp P.F., and Forrester J.V. The preprocessing of retinal images for the detection of fluorescein leakage. Phys Med Biol 44 (1999) 293-308
    • (1999) Phys Med Biol , vol.44 , pp. 293-308
    • Cree, M.J.1    Olson, J.A.2    McHardy, K.C.3    Sharp, P.F.4    Forrester, J.V.5
  • 8
    • 6344293833 scopus 로고    scopus 로고
    • Detection of optic disc in retinal images by means of a geometrical model of vessel structure
    • Foracchia M., Grisan E., and Ruggeri A. Detection of optic disc in retinal images by means of a geometrical model of vessel structure. IEEE Trans Med Imaging 23 (2004) 1189-1195
    • (2004) IEEE Trans Med Imaging , vol.23 , pp. 1189-1195
    • Foracchia, M.1    Grisan, E.2    Ruggeri, A.3
  • 9
    • 0042262446 scopus 로고    scopus 로고
    • An image-processing strategy for the segmentation and quantification of microaneurysms in fluorescein angiograms of the ocular fundus
    • Spencer T., Olson J.A., McHardy K.C., Sharp P.F., and Forrester J.V. An image-processing strategy for the segmentation and quantification of microaneurysms in fluorescein angiograms of the ocular fundus. Comp Biomed Res 29 (1996) 284-302
    • (1996) Comp Biomed Res , vol.29 , pp. 284-302
    • Spencer, T.1    Olson, J.A.2    McHardy, K.C.3    Sharp, P.F.4    Forrester, J.V.5
  • 11
    • 0024505107 scopus 로고
    • Image analysis of fundus photographs: the detection and measurement of exudates associated with diabetic retinopathy
    • Ward N.P., Tomlinson S., and Taylor C.J. Image analysis of fundus photographs: the detection and measurement of exudates associated with diabetic retinopathy. Ophthalmology 96 (1989) 80-86
    • (1989) Ophthalmology , vol.96 , pp. 80-86
    • Ward, N.P.1    Tomlinson, S.2    Taylor, C.J.3
  • 12
    • 2042507266 scopus 로고
    • Diabetic retinopathy: Automatic detection of early symptoms from retinal images
    • Available at
    • Øien G, Osnes P. Diabetic retinopathy: automatic detection of early symptoms from retinal images. In proceedings of NORSIG-95 Norwegian signal processing symposium 1995. Available at http://www.ux.his.no/sigproc/www/norsig/norsig95.html.
    • (1995) proceedings of NORSIG-95 Norwegian signal processing symposium
    • Øien, G.1    Osnes, P.2
  • 15
    • 0034848348 scopus 로고    scopus 로고
    • Illumination normalization of retinal images using sampling and interpolation
    • Wang Y., Tan W., and Lee S.C. Illumination normalization of retinal images using sampling and interpolation. Proc SPIE Med Imaging 2001: Image Process 4322 (2001) 500-507
    • (2001) Proc SPIE Med Imaging 2001: Image Process , vol.4322 , pp. 500-507
    • Wang, Y.1    Tan, W.2    Lee, S.C.3
  • 16
    • 0025271704 scopus 로고
    • The discrimination of similarly colored objects in images of the ocular fundus
    • Goldbaum M.H., Katz N.P., Nelson M.R., and Haff L.R. The discrimination of similarly colored objects in images of the ocular fundus. Invest Ophthalmol Vis Sci 31 (1990) 617-623
    • (1990) Invest Ophthalmol Vis Sci , vol.31 , pp. 617-623
    • Goldbaum, M.H.1    Katz, N.P.2    Nelson, M.R.3    Haff, L.R.4
  • 17
    • 0033497363 scopus 로고    scopus 로고
    • Computer-assisted, interactive fundus image processing for macular drusen quantitation
    • Shin D.S., Javornik N.B., and Berger J.W. Computer-assisted, interactive fundus image processing for macular drusen quantitation. Ophthalmology 106 (1999) 1119-1125
    • (1999) Ophthalmology , vol.106 , pp. 1119-1125
    • Shin, D.S.1    Javornik, N.B.2    Berger, J.W.3
  • 19
    • 0037345914 scopus 로고    scopus 로고
    • Detection and segmentation of drusen deposits on human retina: potential in the diagnosis of age-related macular degeneration
    • Rapantzikos K., Zervakis M., and Balas K. Detection and segmentation of drusen deposits on human retina: potential in the diagnosis of age-related macular degeneration. Med Imaging Anal 7 (2003) 95-108
    • (2003) Med Imaging Anal , vol.7 , pp. 95-108
    • Rapantzikos, K.1    Zervakis, M.2    Balas, K.3
  • 21
    • 0032803696 scopus 로고    scopus 로고
    • Automated localisation of the optic disc, fovea, and retinal blood vessels from digital color fundus images
    • Sinthanayothin C., Boyce J.F., Cook H.L., and Williamson T.H. Automated localisation of the optic disc, fovea, and retinal blood vessels from digital color fundus images. Br J Ophthalmol 83 (1999) 902-910
    • (1999) Br J Ophthalmol , vol.83 , pp. 902-910
    • Sinthanayothin, C.1    Boyce, J.F.2    Cook, H.L.3    Williamson, T.H.4
  • 24
    • 0141860029 scopus 로고    scopus 로고
    • Automated identification of diabetic retinal exudates in digital color images
    • Osareh A., Mirmehdi M., Thomas B., and Markham R. Automated identification of diabetic retinal exudates in digital color images. Br J Ophthalmol 87 (2003) 1220-1223
    • (2003) Br J Ophthalmol , vol.87 , pp. 1220-1223
    • Osareh, A.1    Mirmehdi, M.2    Thomas, B.3    Markham, R.4
  • 25
    • 33748107619 scopus 로고    scopus 로고
    • Color normalisation to reduce inter-patient and intra-patient variability in microaneurysm detection in color retinal images
    • Brisbane, Australia
    • Cree MJ, Gamble E, Cornforth D. Color normalisation to reduce inter-patient and intra-patient variability in microaneurysm detection in color retinal images, WDIC2005 ARPS workshop on digital image computing, Brisbane, Australia, 2005. p. 163-8.
    • (2005) WDIC2005 ARPS workshop on digital image computing , pp. 163-168
    • Cree, M.J.1    Gamble, E.2    Cornforth, D.3
  • 26
    • 0742303033 scopus 로고    scopus 로고
    • Perceived image contrast and observer preference I. the effects of lightness, chroma, and sharpness manipulations on contrast perception
    • Calabria A.J., and Fairchild M.D. Perceived image contrast and observer preference I. the effects of lightness, chroma, and sharpness manipulations on contrast perception. J Imaging Sci Technol 47 (2003) 479-493
    • (2003) J Imaging Sci Technol , vol.47 , pp. 479-493
    • Calabria, A.J.1    Fairchild, M.D.2
  • 27
    • 0842287204 scopus 로고    scopus 로고
    • Automated detection of diabetic retinopathy in digital retinal images: a tool for diabetic retinopathy screening
    • Usher D., Dumskyj M., Himaga M., Williamson T.H., Nussey S., and Boyce J. Automated detection of diabetic retinopathy in digital retinal images: a tool for diabetic retinopathy screening. Diabet Med 21 (2004) 84-90
    • (2004) Diabet Med , vol.21 , pp. 84-90
    • Usher, D.1    Dumskyj, M.2    Himaga, M.3    Williamson, T.H.4    Nussey, S.5    Boyce, J.6
  • 29
    • 0033503919 scopus 로고    scopus 로고
    • Methods for evaluation of retinal microvascular abnormalities associated with hypertension/sclerosis in the atherosclerosis risk in communities study
    • Hubbard L.D., Brothers R.J., King W.N., Clegg L.X., Klein R., Cooper L.S., et al. Methods for evaluation of retinal microvascular abnormalities associated with hypertension/sclerosis in the atherosclerosis risk in communities study. Ophthalmology 106 (1999) 2269-2280
    • (1999) Ophthalmology , vol.106 , pp. 2269-2280
    • Hubbard, L.D.1    Brothers, R.J.2    King, W.N.3    Clegg, L.X.4    Klein, R.5    Cooper, L.S.6
  • 36
    • 0001882552 scopus 로고    scopus 로고
    • Course tracking and contour extraction of retinal vessels from color fundus photographs: most efficient use of steerable filters for model based image analysis
    • Kochner B., Schuhmann D., Michaelis M., Mann G., and Englmeier K.-H. Course tracking and contour extraction of retinal vessels from color fundus photographs: most efficient use of steerable filters for model based image analysis. SPIE conference image processing, vol. 3338 (1998) 755-761
    • (1998) SPIE conference image processing, vol. 3338 , pp. 755-761
    • Kochner, B.1    Schuhmann, D.2    Michaelis, M.3    Mann, G.4    Englmeier, K.-H.5
  • 37
  • 39
    • 1642471650 scopus 로고    scopus 로고
    • Automated feature extraction in color retinal images by a model based approach
    • Li H., and Chutatape O. Automated feature extraction in color retinal images by a model based approach. IEEE Trans Biomed Eng 51 (2004) 246-254
    • (2004) IEEE Trans Biomed Eng , vol.51 , pp. 246-254
    • Li, H.1    Chutatape, O.2
  • 41
    • 0035498046 scopus 로고    scopus 로고
    • Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching
    • Lalonde M., Beaulieu M., and Gagnon L. Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching. IEEE Trans Med Imaging 20 (2001) 1193-1200
    • (2001) IEEE Trans Med Imaging , vol.20 , pp. 1193-1200
    • Lalonde, M.1    Beaulieu, M.2    Gagnon, L.3
  • 42
    • 0020417269 scopus 로고
    • A computer method of understanding ocular fundus images
    • Akita K., and Kuga H. A computer method of understanding ocular fundus images. Pattern Recognit 15 (1982) 431-443
    • (1982) Pattern Recognit , vol.15 , pp. 431-443
    • Akita, K.1    Kuga, H.2
  • 44
    • 0033623974 scopus 로고    scopus 로고
    • Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response
    • Hoover A., Kouznetsova V., and Goldbaum M. Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response. IEEE Trans Med Imaging 19 (2000) 203-210
    • (2000) IEEE Trans Med Imaging , vol.19 , pp. 203-210
    • Hoover, A.1    Kouznetsova, V.2    Goldbaum, M.3
  • 46
    • 84937392913 scopus 로고    scopus 로고
    • Segmentation of color fundus images of the human retina: detection of the optic disc and the vascular tree using morphological techniques
    • Walter T., and Klein J.-C. Segmentation of color fundus images of the human retina: detection of the optic disc and the vascular tree using morphological techniques. Second international symposium on medical data analysis (2001) 282-287
    • (2001) Second international symposium on medical data analysis , pp. 282-287
    • Walter, T.1    Klein, J.-C.2
  • 48
    • 0344937617 scopus 로고
    • Integrating stereo and photometric stereo to monitor the development of glaucoma
    • Lee S., and Brady M. Integrating stereo and photometric stereo to monitor the development of glaucoma. Image Vision Comput 9 (1991) 39-44
    • (1991) Image Vision Comput , vol.9 , pp. 39-44
    • Lee, S.1    Brady, M.2
  • 51
    • 0032028944 scopus 로고    scopus 로고
    • Snakes, shapes, and gradient vector flow
    • Xu C., and Prince J.L. Snakes, shapes, and gradient vector flow. IEEE Trans Image Process 7 (1998) 359-369
    • (1998) IEEE Trans Image Process , vol.7 , pp. 359-369
    • Xu, C.1    Prince, J.L.2
  • 52
    • 0031739844 scopus 로고    scopus 로고
    • Vessel boundary extraction based on a global and local deformable physical model with variable stiffness
    • Hu Y.L., Rogers W.J., Coast D.A., Kramer C.M., and Reichek N. Vessel boundary extraction based on a global and local deformable physical model with variable stiffness. Mag Reson Imaging 16 (1998) 943-951
    • (1998) Mag Reson Imaging , vol.16 , pp. 943-951
    • Hu, Y.L.1    Rogers, W.J.2    Coast, D.A.3    Kramer, C.M.4    Reichek, N.5
  • 54
  • 56
    • 0036890682 scopus 로고    scopus 로고
    • Characterization of changes in blood vessel width and tortuosity in retinopathy of prematurity using image analysis
    • Heneghan C., Flynn J., O'Keefe M., and Cahill M. Characterization of changes in blood vessel width and tortuosity in retinopathy of prematurity using image analysis. Med Image Anal 6 (2002) 407-429
    • (2002) Med Image Anal , vol.6 , pp. 407-429
    • Heneghan, C.1    Flynn, J.2    O'Keefe, M.3    Cahill, M.4
  • 57
    • 0033721178 scopus 로고    scopus 로고
    • A computer-aided diagnostic detection system of venous beading in retinal images
    • Yang C.-W., Ma D.-J., Chao S.-C., Wang C.-M., Wen C.H., Lo S.C., et al. A computer-aided diagnostic detection system of venous beading in retinal images. Opt Eng 39 (2000) 1293-1303
    • (2000) Opt Eng , vol.39 , pp. 1293-1303
    • Yang, C.-W.1    Ma, D.-J.2    Chao, S.-C.3    Wang, C.-M.4    Wen, C.H.5    Lo, S.C.6
  • 59
    • 0032588588 scopus 로고    scopus 로고
    • A multimodal registration algorithm of eye fundus images using vessels detection and Hough transform
    • Zana F., and Klein J. A multimodal registration algorithm of eye fundus images using vessels detection and Hough transform. IEEE Trans Med Imaging 18 (1999) 419-428
    • (1999) IEEE Trans Med Imaging , vol.18 , pp. 419-428
    • Zana, F.1    Klein, J.2
  • 61
    • 0031694040 scopus 로고    scopus 로고
    • A comparison of computer based classification methods applied to the detection of microaneurysms in ophthalmic fluorescein angiograms
    • Frame A.J., Undrill P.E., Cree M.J., Olson J.A., McHardy K.C., Sharp P.F., et al. A comparison of computer based classification methods applied to the detection of microaneurysms in ophthalmic fluorescein angiograms. Comput Biol Med 28 (1998) 225-238
    • (1998) Comput Biol Med , vol.28 , pp. 225-238
    • Frame, A.J.1    Undrill, P.E.2    Cree, M.J.3    Olson, J.A.4    McHardy, K.C.5    Sharp, P.F.6
  • 62
    • 0036119532 scopus 로고    scopus 로고
    • Progress towards automated diabetic ocular screening: a review of image analysis and intelligent systems for diabetic retinopathy
    • Teng T., Lefley M., and Claremont D. Progress towards automated diabetic ocular screening: a review of image analysis and intelligent systems for diabetic retinopathy. IEEE Med Biol Eng Comput 40 (2002) 2-13
    • (2002) IEEE Med Biol Eng Comput , vol.40 , pp. 2-13
    • Teng, T.1    Lefley, M.2    Claremont, D.3
  • 64
    • 34447525304 scopus 로고    scopus 로고
    • Integrated analysis of vascular and nonvascular changes from color retinal fundus image sequences
    • Narasimha-Iyer H., Can A., Roysam B., Tanenbaum H.L., and Majerovics A. Integrated analysis of vascular and nonvascular changes from color retinal fundus image sequences. Biomed Eng IEEE Trans 54 8 (2007) 1436-1445
    • (2007) Biomed Eng IEEE Trans , vol.54 , Issue.8 , pp. 1436-1445
    • Narasimha-Iyer, H.1    Can, A.2    Roysam, B.3    Tanenbaum, H.L.4    Majerovics, A.5
  • 66
    • 0030711537 scopus 로고    scopus 로고
    • A fully automated comparative microaneurysm digital detection system
    • Cree M.J., Olson J.A., McHardy K.C., Sharp P.F., and Forrester J.V. A fully automated comparative microaneurysm digital detection system. Eye 11 (1997) 622-628
    • (1997) Eye , vol.11 , pp. 622-628
    • Cree, M.J.1    Olson, J.A.2    McHardy, K.C.3    Sharp, P.F.4    Forrester, J.V.5
  • 68
    • 0033819275 scopus 로고    scopus 로고
    • Automated detection of microaneurysms in digital red-free photographs: a diabetic retinopathy screening tool
    • Hipwell J.H., Strachan F., Olson J.A., McHardy K.C., Sharp P.F., and Forrester J.V. Automated detection of microaneurysms in digital red-free photographs: a diabetic retinopathy screening tool. Diab Med 17 (2000) 588-594
    • (2000) Diab Med , vol.17 , pp. 588-594
    • Hipwell, J.H.1    Strachan, F.2    Olson, J.A.3    McHardy, K.C.4    Sharp, P.F.5    Forrester, J.V.6
  • 69
    • 0028938980 scopus 로고
    • Methodology for retinal photography and assessment of diabetic retinopathy: the EURODIAB IDDM complications study
    • Aldington S.J., Kohner E.M., Meuer S., Klein R., and Sjolie A.K. Methodology for retinal photography and assessment of diabetic retinopathy: the EURODIAB IDDM complications study. Diabetologia 38 (1995) 437-444
    • (1995) Diabetologia , vol.38 , pp. 437-444
    • Aldington, S.J.1    Kohner, E.M.2    Meuer, S.3    Klein, R.4    Sjolie, A.K.5
  • 70
    • 0029804074 scopus 로고    scopus 로고
    • Automatic detection of diabetic retinopathy using an artificial neural network: a screening tool
    • Gardner G., Keating D., Williamson T.H., and Ell A.T. Automatic detection of diabetic retinopathy using an artificial neural network: a screening tool. Br J Ophthalmol 80 (1996) 940-944
    • (1996) Br J Ophthalmol , vol.80 , pp. 940-944
    • Gardner, G.1    Keating, D.2    Williamson, T.H.3    Ell, A.T.4
  • 72
    • 0035072383 scopus 로고    scopus 로고
    • Comparison of diagnosis of early retinal lesions of diabetic retinopathy between a computer system and human experts
    • Lee S.C., Lee E.T., Kingsley R.M., Wang Y., Russell D., Klein R., et al. Comparison of diagnosis of early retinal lesions of diabetic retinopathy between a computer system and human experts. Arch Ophthalmol 119 (2001) 509-515
    • (2001) Arch Ophthalmol , vol.119 , pp. 509-515
    • Lee, S.C.1    Lee, E.T.2    Kingsley, R.M.3    Wang, Y.4    Russell, D.5    Klein, R.6
  • 73
    • 0037308615 scopus 로고    scopus 로고
    • Automated detection of diabetic retinopathy in a fundus photographic screening population
    • Larsen N., Godt J., Grunkin M., Lund-Andersen H., and Larsen M. Automated detection of diabetic retinopathy in a fundus photographic screening population. Invest Ophthalmol Vis Sci 44 (2003) 767-771
    • (2003) Invest Ophthalmol Vis Sci , vol.44 , pp. 767-771
    • Larsen, N.1    Godt, J.2    Grunkin, M.3    Lund-Andersen, H.4    Larsen, M.5
  • 74
    • 38949216071 scopus 로고    scopus 로고
    • Evaluation of a system for automatic detection of diabetic retinopathy from color fundus photographs in a large population of patients with diabetes
    • Abràmoff M.D., Niemeijer M., Suttorp-Schulten M.S., Viergever M.A., Russell S.R., and van Ginneken B. Evaluation of a system for automatic detection of diabetic retinopathy from color fundus photographs in a large population of patients with diabetes. Diabetes Care 31 2 (2008) 193-198
    • (2008) Diabetes Care , vol.31 , Issue.2 , pp. 193-198
    • Abràmoff, M.D.1    Niemeijer, M.2    Suttorp-Schulten, M.S.3    Viergever, M.A.4    Russell, S.R.5    van Ginneken, B.6
  • 75
    • 33745532695 scopus 로고    scopus 로고
    • Standards for reporting of diagnostic accuracy. toward complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative. Standards for Reporting of Diagnostic Accuracy
    • Bossuyt P.M., Reitsma J.B., Bruns D.E., Gatsonis P.P., Glasziou P.P., Irwig L.M., et al. Standards for reporting of diagnostic accuracy. toward complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative. Standards for Reporting of Diagnostic Accuracy. Clin Chem 49 (2003) 19-20
    • (2003) Clin Chem , vol.49 , pp. 19-20
    • Bossuyt, P.M.1    Reitsma, J.B.2    Bruns, D.E.3    Gatsonis, P.P.4    Glasziou, P.P.5    Irwig, L.M.6
  • 76
    • 37549066262 scopus 로고    scopus 로고
    • Optic disc detection from normalized digital fundus images by means of a vessels' direction matched filter
    • Abdel-Razik Y., Ghalwash A.Z., and Abdel-Rahman Ghoneim A.A.S. Optic disc detection from normalized digital fundus images by means of a vessels' direction matched filter. IEEE Trans Med Imaging 27 1 (2008) 11-18
    • (2008) IEEE Trans Med Imaging , vol.27 , Issue.1 , pp. 11-18
    • Abdel-Razik, Y.1    Ghalwash, A.Z.2    Abdel-Rahman Ghoneim, A.A.S.3
  • 77
    • 51849136486 scopus 로고    scopus 로고
    • Morphology approach for features extraction in retinal images for diabetic retionopathy diagnosis
    • Abdurrazaq I., Hati S., and Eswaran C. Morphology approach for features extraction in retinal images for diabetic retionopathy diagnosis. Comput Commun Eng (2008) 1373-1377
    • (2008) Comput Commun Eng , pp. 1373-1377
    • Abdurrazaq, I.1    Hati, S.2    Eswaran, C.3
  • 79
    • 0032585839 scopus 로고    scopus 로고
    • Rapid automated tracing and feature extraction from retinal fundus images using direct exploratory algorithms
    • Can A., Shen H., Turner J.N., Tanenbaum H.L., and Roysam B. Rapid automated tracing and feature extraction from retinal fundus images using direct exploratory algorithms. IEEE Trans Inf Technol Biomed 3 (1999) 125-138
    • (1999) IEEE Trans Inf Technol Biomed , vol.3 , pp. 125-138
    • Can, A.1    Shen, H.2    Turner, J.N.3    Tanenbaum, H.L.4    Roysam, B.5
  • 80
    • 0036522461 scopus 로고    scopus 로고
    • A feature-based, robust, hierarchical algorithm for registering pairs of images of the curved human retina
    • Can A., Stewart C.V., Roysam B., and Tanenbaum H.L. A feature-based, robust, hierarchical algorithm for registering pairs of images of the curved human retina. IEEE Trans Pattern Anal Mach Intell 24 (2002) 347-364
    • (2002) IEEE Trans Pattern Anal Mach Intell , vol.24 , pp. 347-364
    • Can, A.1    Stewart, C.V.2    Roysam, B.3    Tanenbaum, H.L.4
  • 81
    • 0036522482 scopus 로고    scopus 로고
    • A feature-based technique for joint, linear estimation of high-order image-to-mosaic transformations: mosaicing the curved human retina
    • Can A., Stewart C.V., Roysam B., and Tanenbaum H.L. A feature-based technique for joint, linear estimation of high-order image-to-mosaic transformations: mosaicing the curved human retina. IEEE Trans Pattern Anal Mach Intell 24 (2002) 412-419
    • (2002) IEEE Trans Pattern Anal Mach Intell , vol.24 , pp. 412-419
    • Can, A.1    Stewart, C.V.2    Roysam, B.3    Tanenbaum, H.L.4
  • 84
    • 0035175539 scopus 로고    scopus 로고
    • Computer algorithms for the automated measurement of retinal arteriolar diameters
    • Chapman N., Witt N., Gao X., Bharath A.A., Stanton A.V., Thom S.A., et al. Computer algorithms for the automated measurement of retinal arteriolar diameters. Br J Ophthalmol 85 (2001) 74-79
    • (2001) Br J Ophthalmol , vol.85 , pp. 74-79
    • Chapman, N.1    Witt, N.2    Gao, X.3    Bharath, A.A.4    Stanton, A.V.5    Thom, S.A.6
  • 85
    • 0002780003 scopus 로고    scopus 로고
    • Retinal blood vessel detection and tracking by matched Gaussian and Kalman filters
    • Chutatape O., Zheng L., and Krishman S. Retinal blood vessel detection and tracking by matched Gaussian and Kalman filters. Proceedings of IEEE EMBS, vol. 20 (1998) 3144-3149
    • (1998) Proceedings of IEEE EMBS, vol. 20 , pp. 3144-3149
    • Chutatape, O.1    Zheng, L.2    Krishman, S.3
  • 94
    • 33947716502 scopus 로고    scopus 로고
    • Automatic detection of retinal anatomy to assist diabetic retinopathy screening
    • Fleming A.D., Goatman K.A., Philip S., Olson J.A., and Sharp P.F. Automatic detection of retinal anatomy to assist diabetic retinopathy screening. Phys Med Biol 52 2 (2007) 331-345
    • (2007) Phys Med Biol , vol.52 , Issue.2 , pp. 331-345
    • Fleming, A.D.1    Goatman, K.A.2    Philip, S.3    Olson, J.A.4    Sharp, P.F.5
  • 97
    • 0036156161 scopus 로고    scopus 로고
    • Detection and measurement of retinal vessels in fundus images using amplitude modified second-order Gaussian filter
    • Gang L., Chutatape O., and Krishnan S.M. Detection and measurement of retinal vessels in fundus images using amplitude modified second-order Gaussian filter. IEEE Trans Biomed Eng 49 (2002) 168-172
    • (2002) IEEE Trans Biomed Eng , vol.49 , pp. 168-172
    • Gang, L.1    Chutatape, O.2    Krishnan, S.M.3
  • 109
    • 0035263432 scopus 로고    scopus 로고
    • Optimal scheduling of tracing computations for real-time vascular landmark extraction from retinal fundus images
    • Hong S., Roysam B., Stewart C.V., Turner J.N., and Tanenbaum H.L. Optimal scheduling of tracing computations for real-time vascular landmark extraction from retinal fundus images. IEEE Trans Inform Technol Biomed 5 (2001) 77-91
    • (2001) IEEE Trans Inform Technol Biomed , vol.5 , pp. 77-91
    • Hong, S.1    Roysam, B.2    Stewart, C.V.3    Turner, J.N.4    Tanenbaum, H.L.5
  • 110
    • 0037342398 scopus 로고    scopus 로고
    • Frame-rate spatial referencing based on invariant indexing and alignment with application to online retinal image registration
    • Hong S., Stewart C.V., Roysam B., Gang L., and Tanenbaum H.L. Frame-rate spatial referencing based on invariant indexing and alignment with application to online retinal image registration. IEEE Trans Pattern Anal Mach Intell 25 (2003) 379-384
    • (2003) IEEE Trans Pattern Anal Mach Intell , vol.25 , pp. 379-384
    • Hong, S.1    Stewart, C.V.2    Roysam, B.3    Gang, L.4    Tanenbaum, H.L.5
  • 113
    • 51849104254 scopus 로고    scopus 로고
    • Detection of vascular intersection in retina fundus image using modified cross point number and neural network technique
    • Iqbal M.I., Aibinu A.M., Nilsson M., Tijani I.B., and Salami M.J.E. Detection of vascular intersection in retina fundus image using modified cross point number and neural network technique. Int Conf Comput Commun Eng (2008) 241-246
    • (2008) Int Conf Comput Commun Eng , pp. 241-246
    • Iqbal, M.I.1    Aibinu, A.M.2    Nilsson, M.3    Tijani, I.B.4    Salami, M.J.E.5
  • 114
    • 0037252215 scopus 로고    scopus 로고
    • Adaptive local thresholding by verification-based multithreshold probing with application to vessel detection in retinal images
    • Jiang X., and Mojon D. Adaptive local thresholding by verification-based multithreshold probing with application to vessel detection in retinal images. IEEE Trans Pattern Anal Mach Intell 25 (2003) 131-137
    • (2003) IEEE Trans Pattern Anal Mach Intell , vol.25 , pp. 131-137
    • Jiang, X.1    Mojon, D.2
  • 116
    • 33645236019 scopus 로고    scopus 로고
    • A decision support framework for automated screening of diabetic retinopathy
    • Kahai P., Namuduri K.R., and Thompson H. A decision support framework for automated screening of diabetic retinopathy. Int J Biomed Imaging (2006) 1-8
    • (2006) Int J Biomed Imaging , pp. 1-8
    • Kahai, P.1    Namuduri, K.R.2    Thompson, H.3
  • 117
    • 11144331305 scopus 로고    scopus 로고
    • Boucher automatic visual quality assessment in optical fundus images
    • Lalonde M.L., and Gagnon M.-C. Boucher automatic visual quality assessment in optical fundus images. Proceedings of vision interface (2001) 259-264
    • (2001) Proceedings of vision interface , pp. 259-264
    • Lalonde, M.L.1    Gagnon, M.-C.2
  • 119
    • 0034842746 scopus 로고    scopus 로고
    • Automated detection of venous beading in retinal images
    • Lee S., Wang Y., and Tan W. Automated detection of venous beading in retinal images. Proc SPIE Med Imaging Process 4322 (2001) 1365-1372
    • (2001) Proc SPIE Med Imaging Process , vol.4322 , pp. 1365-1372
    • Lee, S.1    Wang, Y.2    Tan, W.3
  • 122
    • 21844436043 scopus 로고    scopus 로고
    • Automatic grading of retinal vessel caliber
    • Li H., Hsu W., Lee M.L., and Wong T.Y. Automatic grading of retinal vessel caliber. IEEE Trans Biomed Eng 52 (2005) 1352-1355
    • (2005) IEEE Trans Biomed Eng , vol.52 , pp. 1352-1355
    • Li, H.1    Hsu, W.2    Lee, M.L.3    Wong, T.Y.4
  • 126
    • 33744986261 scopus 로고    scopus 로고
    • Robust detection and classification of longitudinal changes in color retinal fundus images for monitoring diabetic retinopathy
    • Narasimha-Iyer H., Can A., Roysam B., Stewart C.V., Tanenbaum H.L., Majerovics A., et al. Robust detection and classification of longitudinal changes in color retinal fundus images for monitoring diabetic retinopathy. IEEE Trans Biomed Eng 53 6 (2006) 1084-1098
    • (2006) IEEE Trans Biomed Eng , vol.53 , Issue.6 , pp. 1084-1098
    • Narasimha-Iyer, H.1    Can, A.2    Roysam, B.3    Stewart, C.V.4    Tanenbaum, H.L.5    Majerovics, A.6
  • 127
    • 40549123754 scopus 로고    scopus 로고
    • Automated identification of diabetic retinopathy stages using digital fundus images
    • Nayak J., Bhat P.S., Acharya U.R., Lim C.M., and Kagathi M. Automated identification of diabetic retinopathy stages using digital fundus images. J Med Syst 32 2 (2008) 107-115
    • (2008) J Med Syst , vol.32 , Issue.2 , pp. 107-115
    • Nayak, J.1    Bhat, P.S.2    Acharya, U.R.3    Lim, C.M.4    Kagathi, M.5
  • 129
    • 34250191083 scopus 로고    scopus 로고
    • Automated detection and differentiation of drusen, exudates, and cotton-wool spots in digital color fundus photographs for diabetic retinopathy diagnosis
    • Niemeijer M., Van Ginneken B., Russell S.R., Suttorp-Schulten M.S.A., and Abramoff M.D. Automated detection and differentiation of drusen, exudates, and cotton-wool spots in digital color fundus photographs for diabetic retinopathy diagnosis. Invest Ophthalmol Vis Sci 48 5 (2007) 2260-2267
    • (2007) Invest Ophthalmol Vis Sci , vol.48 , Issue.5 , pp. 2260-2267
    • Niemeijer, M.1    Van Ginneken, B.2    Russell, S.R.3    Suttorp-Schulten, M.S.A.4    Abramoff, M.D.5
  • 130
    • 33846265680 scopus 로고    scopus 로고
    • Segmentation of the optic disc, macula and vascular arch in fundus photographs
    • Niemeijer M., Abramoff M.D., and van Ginneken B. Segmentation of the optic disc, macula and vascular arch in fundus photographs. IEEE Trans Med Imaging 26 1 (2007) 116-127
    • (2007) IEEE Trans Med Imaging , vol.26 , Issue.1 , pp. 116-127
    • Niemeijer, M.1    Abramoff, M.D.2    van Ginneken, B.3
  • 131
    • 5644287725 scopus 로고    scopus 로고
    • Comparative study of retinal vessel segmentation methods on a new publicly available database
    • Fitzpatrick J.M., and Sonka M. (Eds)
    • Niemeijer M., Staal J.J., van Ginneken B., Loog M., and Abràmoff M.D. Comparative study of retinal vessel segmentation methods on a new publicly available database. In: Fitzpatrick J.M., and Sonka M. (Eds). SPIE medical imaging vol. 5370 (2004) 648-656
    • (2004) SPIE medical imaging , vol.5370 , pp. 648-656
    • Niemeijer, M.1    Staal, J.J.2    van Ginneken, B.3    Loog, M.4    Abràmoff, M.D.5
  • 132
    • 34547562438 scopus 로고    scopus 로고
    • Enhancement of retinal fundus image to highlight the features for detection of abnormal eyes
    • Noronha K., Nayak J., and Bhat S.N. Enhancement of retinal fundus image to highlight the features for detection of abnormal eyes. TENCON 2006. IEEE region 10 conference (2006) 1-4
    • (2006) TENCON 2006. IEEE region 10 conference , pp. 1-4
    • Noronha, K.1    Nayak, J.2    Bhat, S.N.3
  • 140
    • 34547356657 scopus 로고    scopus 로고
    • A novel integrated approach using dynamic thresholding and edge detection (IDTED) for automatic detection of exudates in digital fundus retinal images
    • Sagar A.V., Balasubramaniam S., and Chandrasekaran V. A novel integrated approach using dynamic thresholding and edge detection (IDTED) for automatic detection of exudates in digital fundus retinal images. International conference on computing: theory and applications (2007) 705-710
    • (2007) International conference on computing: theory and applications , pp. 705-710
    • Sagar, A.V.1    Balasubramaniam, S.2    Chandrasekaran, V.3
  • 142
  • 143
    • 50049132969 scopus 로고    scopus 로고
    • Detection of diabetic retinopathy in fundus images using vector quantization technique
    • Satyarthi D., Raju B.A.N., and Dandapat S. Detection of diabetic retinopathy in fundus images using vector quantization technique. Annual India conference (2006) 1-4
    • (2006) Annual India conference , pp. 1-4
    • Satyarthi, D.1    Raju, B.A.N.2    Dandapat, S.3
  • 149
    • 60849114036 scopus 로고    scopus 로고
    • Utility of color information for segmentation of digital retinal images: neural network-based approach
    • Truitt P., Soliz P., Farnath D., and Nemeth S. Utility of color information for segmentation of digital retinal images: neural network-based approach. SPIE Med Imaging: Image Process 3338 (1998) 1470-1481
    • (1998) SPIE Med Imaging: Image Process , vol.3338 , pp. 1470-1481
    • Truitt, P.1    Soliz, P.2    Farnath, D.3    Nemeth, S.4
  • 150
    • 3042642050 scopus 로고    scopus 로고
    • Model-based method for improving the accuracy and repeatability of estimating vascular bifurcations and crossovers from retinal fundus images
    • Tsai C.-L., Stewart C.V., Tanenbaum H.L., and Roysam B. Model-based method for improving the accuracy and repeatability of estimating vascular bifurcations and crossovers from retinal fundus images. IEEE Trans Inform Technol Biomed 8 (2004) 122-130
    • (2004) IEEE Trans Inform Technol Biomed , vol.8 , pp. 122-130
    • Tsai, C.-L.1    Stewart, C.V.2    Tanenbaum, H.L.3    Roysam, B.4
  • 152
    • 84974658575 scopus 로고    scopus 로고
    • Automatic detection of microaneurysms in color fundus images of the human retina by means of the bounding box closing
    • Walter T., and Klein J.-C. Automatic detection of microaneurysms in color fundus images of the human retina by means of the bounding box closing. Third international symposium on medical data analysis (2002) 210-220
    • (2002) Third international symposium on medical data analysis , pp. 210-220
    • Walter, T.1    Klein, J.-C.2
  • 153
    • 0036826187 scopus 로고    scopus 로고
    • A contribution of image processing to the diagnosis of diabetic retinopathy-detection of exudates in color fundus images of the human retina
    • Walter T., Klein J.-C., Massin P., and Erginay A. A contribution of image processing to the diagnosis of diabetic retinopathy-detection of exudates in color fundus images of the human retina. IEEE Trans Med Imaging 21 (2002) 1236-1243
    • (2002) IEEE Trans Med Imaging , vol.21 , pp. 1236-1243
    • Walter, T.1    Klein, J.-C.2    Massin, P.3    Erginay, A.4
  • 157
    • 0038801155 scopus 로고    scopus 로고
    • Algorithm for detecting micro-aneurysms in low-resolution color retinal images
    • Yang G., Wang S., Gagnon L., and Boucher M.-C. Algorithm for detecting micro-aneurysms in low-resolution color retinal images. In Proc Vision Interface (2001) 265-271
    • (2001) In Proc Vision Interface , pp. 265-271
    • Yang, G.1    Wang, S.2    Gagnon, L.3    Boucher, M.-C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.