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Volumn 54, Issue , 2014, Pages 116-128

Automated retinal layers segmentation in SD-OCT images using dual-gradient and spatial correlation smoothness constraint

Author keywords

Automatic segmentation; Edge flow; Gradient compensation; Spatial correlation smoothness constraint; Spectral domain optical coherence tomography

Indexed keywords

COHERENT LIGHT; EDGE DETECTION; GEOMETRY; OPHTHALMOLOGY; OPTICAL CORRELATION; OPTICAL TOMOGRAPHY; STRAIN MEASUREMENT;

EID: 84908432729     PISSN: 00104825     EISSN: 18790534     Source Type: Journal    
DOI: 10.1016/j.compbiomed.2014.08.028     Document Type: Article
Times cited : (56)

References (50)
  • 1
    • 0141928808 scopus 로고    scopus 로고
    • Real time in vivo imaging by high-speed spectral optical coherence tomography
    • Wojtkowski M., Bajraszewski T., Targowski P., Kowalczyk A. Real time in vivo imaging by high-speed spectral optical coherence tomography. Opt. Lett. 2003, 28(19):1745-1747.
    • (2003) Opt. Lett. , vol.28 , Issue.19 , pp. 1745-1747
    • Wojtkowski, M.1    Bajraszewski, T.2    Targowski, P.3    Kowalczyk, A.4
  • 2
    • 2942701942 scopus 로고    scopus 로고
    • Ultrahigh resolution high speed retinal imaging using spectral domain optical coherence tomography
    • Cense B., Nassif N., Chen T., Pierce M., Yun S.H., et al. Ultrahigh resolution high speed retinal imaging using spectral domain optical coherence tomography. Opt. Express 2004, 12(11):2435-2447.
    • (2004) Opt. Express , vol.12 , Issue.11 , pp. 2435-2447
    • Cense, B.1    Nassif, N.2    Chen, T.3    Pierce, M.4    Yun, S.H.5
  • 4
    • 54449084982 scopus 로고    scopus 로고
    • Thickness profile of retinal layers by optical coherence tomography image segmentation
    • Bagci A., Shahidi M., Ansari R., et al. Thickness profile of retinal layers by optical coherence tomography image segmentation. Am. J. Ophthalmol. 2008, 146(5):679-687.
    • (2008) Am. J. Ophthalmol. , vol.146 , Issue.5 , pp. 679-687
    • Bagci, A.1    Shahidi, M.2    Ansari, R.3
  • 6
    • 20444487701 scopus 로고    scopus 로고
    • Quantitative thickness measurement of retinal layers imaged by optical coherence tomography
    • Shahidi M., Wang Z., Zelkha R. Quantitative thickness measurement of retinal layers imaged by optical coherence tomography. Am. J. Ophthalmol. 2005, 139(6):1056-1061.
    • (2005) Am. J. Ophthalmol. , vol.139 , Issue.6 , pp. 1056-1061
    • Shahidi, M.1    Wang, Z.2    Zelkha, R.3
  • 7
    • 44349134375 scopus 로고    scopus 로고
    • Mapping of macular substructures with optical coherence tomography for glaucoma diagnosis
    • Tan O., Li G., Lu A.T., Varma R., et al. Mapping of macular substructures with optical coherence tomography for glaucoma diagnosis. Ophthalmology 2008, 115(6):949-956.
    • (2008) Ophthalmology , vol.115 , Issue.6 , pp. 949-956
    • Tan, O.1    Li, G.2    Lu, A.T.3    Varma, R.4
  • 8
    • 28944453878 scopus 로고    scopus 로고
    • Automated detection of retinal layer structures on optical coherence tomography images
    • Cabrera Fernández D., Salinas H.M., Puliafito Carmen A. Automated detection of retinal layer structures on optical coherence tomography images. Opt. Express 2005, 13(25):10200-10216.
    • (2005) Opt. Express , vol.13 , Issue.25 , pp. 10200-10216
    • Cabrera Fernández, D.1    Salinas, H.M.2    Puliafito, C.A.3
  • 9
    • 33846110262 scopus 로고    scopus 로고
    • Towards quantitative analysis of retinal features in optical coherence tomography
    • Baroni M., Fortunato P., La Torre A. Towards quantitative analysis of retinal features in optical coherence tomography. Med. Eng. Phys. 2007, 29:432-441.
    • (2007) Med. Eng. Phys. , vol.29 , pp. 432-441
    • Baroni, M.1    Fortunato, P.2    La Torre, A.3
  • 12
    • 28944447621 scopus 로고    scopus 로고
    • A robust algorithm for retinal thickness measurements using optical coherence tomography (Stratus OCT)
    • Gregori G., Knighton R. A robust algorithm for retinal thickness measurements using optical coherence tomography (Stratus OCT). Investig. Ophthalmol. Vis. Sci. 2004, 45:3007.
    • (2004) Investig. Ophthalmol. Vis. Sci. , vol.45 , pp. 3007
    • Gregori, G.1    Knighton, R.2
  • 13
    • 0035437720 scopus 로고    scopus 로고
    • Retinal thickness measurements from optical coherence tomography using a Markov boundary model
    • Koozekanani D., Boyer K., Roberts C. Retinal thickness measurements from optical coherence tomography using a Markov boundary model. IEEE Trans. Med. Imaging 2001, 20:900-916.
    • (2001) IEEE Trans. Med. Imaging , vol.20 , pp. 900-916
    • Koozekanani, D.1    Boyer, K.2    Roberts, C.3
  • 17
    • 33646426631 scopus 로고    scopus 로고
    • Automatic recovery of the optic nerve head geometry in optical coherence tomography
    • Boyer K.L., Herzog A., Roberts C. Automatic recovery of the optic nerve head geometry in optical coherence tomography. IEEE Trans. Med. Imaging 2006, 25:553-570.
    • (2006) IEEE Trans. Med. Imaging , vol.25 , pp. 553-570
    • Boyer, K.L.1    Herzog, A.2    Roberts, C.3
  • 18
    • 84856328617 scopus 로고    scopus 로고
    • Layers recognition in tomographic eye image based on random contour analysis
    • Koprowski R., Wrobel Z. Layers recognition in tomographic eye image based on random contour analysis. Comput. Recognit. Syst. 2009, 3:471-478.
    • (2009) Comput. Recognit. Syst. , vol.3 , pp. 471-478
    • Koprowski, R.1    Wrobel, Z.2
  • 20
    • 79960898014 scopus 로고    scopus 로고
    • Retinal nerve fiber layer segmentation on FD-OCT scans of normal subjects and glaucoma patients
    • Mayer M.A., Hornegger J., Mardin C.Y., Tornow R.P. Retinal nerve fiber layer segmentation on FD-OCT scans of normal subjects and glaucoma patients. Biomed. Opt. Express 2010, 1:1358.
    • (2010) Biomed. Opt. Express , vol.1 , pp. 1358
    • Mayer, M.A.1    Hornegger, J.2    Mardin, C.Y.3    Tornow, R.P.4
  • 21
    • 69949102912 scopus 로고    scopus 로고
    • Automated segmentation of the macula by optical coherence tomography
    • Fabritius T., Makita S., Miura M., et al. Automated segmentation of the macula by optical coherence tomography. Opt. Express 2009, 17(18):15659-15669.
    • (2009) Opt. Express , vol.17 , Issue.18 , pp. 15659-15669
    • Fabritius, T.1    Makita, S.2    Miura, M.3
  • 23
    • 77957986703 scopus 로고    scopus 로고
    • Automated layer segmentation of macular OCT images using dual-scale gradient information
    • Yang Qi, Reisman Charles A., Wang Zhenguo, et al. Automated layer segmentation of macular OCT images using dual-scale gradient information. Opt. Express 2010, 18(20):21293-21307.
    • (2010) Opt. Express , vol.18 , Issue.20 , pp. 21293-21307
    • Yang, Q.1    Reisman, C.A.2    Wang, Z.3
  • 24
    • 84861159304 scopus 로고    scopus 로고
    • Automated segmentation of outer retinal layers in macular OCT images of patients with Retinitis pigmentosa
    • Yang Qi, Reisman Charles A., Chan Kinpui, et al. Automated segmentation of outer retinal layers in macular OCT images of patients with Retinitis pigmentosa. Biomed. Opt. Express 2011, 2(9):2493-2503.
    • (2011) Biomed. Opt. Express , vol.2 , Issue.9 , pp. 2493-2503
    • Yang, Q.1    Reisman, C.A.2    Chan, K.3
  • 25
    • 73949138910 scopus 로고    scopus 로고
    • Intra-retinal layer segmentation in optical coherence tomography images
    • Mishra A., Wong A., Bizheva K., et al. Intra-retinal layer segmentation in optical coherence tomography images. Opt. Express 2009, 17(26):23719-23728.
    • (2009) Opt. Express , vol.17 , Issue.26 , pp. 23719-23728
    • Mishra, A.1    Wong, A.2    Bizheva, K.3
  • 26
    • 79551681631 scopus 로고    scopus 로고
    • Intra-retinal layer segmentation in optical coherence tomography using an active contour approach
    • Yazdanpanah Azadeh, Hamarneh Ghassan, Smith Benjamin, et al. Intra-retinal layer segmentation in optical coherence tomography using an active contour approach. Med. Image Comput. Comput.-Assist. Interv. - MICCAI 2009, 12:649-656.
    • (2009) Med. Image Comput. Comput.-Assist. Interv. - MICCAI , vol.12 , pp. 649-656
    • Yazdanpanah, A.1    Hamarneh, G.2    Smith, B.3
  • 27
    • 79551600760 scopus 로고    scopus 로고
    • Segmentation of intra-retinal layers from optical coherence tomography images using an active contour approach
    • Yazdanpanah A., Hamarneh G., Smith B.R., Sarunic M.V. Segmentation of intra-retinal layers from optical coherence tomography images using an active contour approach. IEEE Trans. Med. Imaging 2011, 30(2):484-496.
    • (2011) IEEE Trans. Med. Imaging , vol.30 , Issue.2 , pp. 484-496
    • Yazdanpanah, A.1    Hamarneh, G.2    Smith, B.R.3    Sarunic, M.V.4
  • 28
    • 84876490732 scopus 로고    scopus 로고
    • Comparing total macular volume changes measured by optical coherence tomography with retinal lesion volume estimated by active contours
    • Cabrera Fernández D., Villate N., Puliafito C., Rosenfeld P. Comparing total macular volume changes measured by optical coherence tomography with retinal lesion volume estimated by active contours. Investig. Ophthalmol. Vis. Sci. 2004, 45:3072.
    • (2004) Investig. Ophthalmol. Vis. Sci. , vol.45 , pp. 3072
    • Cabrera Fernández, D.1    Villate, N.2    Puliafito, C.3    Rosenfeld, P.4
  • 29
    • 27744580130 scopus 로고    scopus 로고
    • Retinal nerve fiber layer thickness map determined from optical coherence tomography images
    • Mujat M., Chan R., Cense B., Park B., Joo C., Akkin T., Chen T., de Boer J. Retinal nerve fiber layer thickness map determined from optical coherence tomography images. Opt. Express 2005, 13:9480-9491.
    • (2005) Opt. Express , vol.13 , pp. 9480-9491
    • Mujat, M.1    Chan, R.2    Cense, B.3    Park, B.4    Joo, C.5    Akkin, T.6    Chen, T.7    de Boer, J.8
  • 30
    • 80051664783 scopus 로고    scopus 로고
    • Automated segmentation by pixel classification of retinal layers in ophthalmic OCT images
    • Vermeer K.A., van der Schoot J., Lemij H.G., de Boer J.F. Automated segmentation by pixel classification of retinal layers in ophthalmic OCT images. Biomed. Opt. Express 2011, 2(6):1743-1756.
    • (2011) Biomed. Opt. Express , vol.2 , Issue.6 , pp. 1743-1756
    • Vermeer, K.A.1    van der Schoot, J.2    Lemij, H.G.3    de Boer, J.F.4
  • 31
    • 84888436658 scopus 로고    scopus 로고
    • Robust segmentation of intra-retinal layers in the normal human fovea using a novel statistical model based on texture and shape analysis
    • Kajic V., Povazay B., Hermann B., Hofer B., et al. Robust segmentation of intra-retinal layers in the normal human fovea using a novel statistical model based on texture and shape analysis. Opt. Express 2010, 18(14):14730-14744.
    • (2010) Opt. Express , vol.18 , Issue.14 , pp. 14730-14744
    • Kajic, V.1    Povazay, B.2    Hermann, B.3    Hofer, B.4
  • 33
    • 84878321698 scopus 로고    scopus 로고
    • Segmentation of retinal OCT images using a random forest classifier
    • Lang A., Carass A., Sotirchos E., Calabresi P.A., Prince J.L. Segmentation of retinal OCT images using a random forest classifier. Proc. SPIE 2013, 8669:86690R.
    • (2013) Proc. SPIE , vol.8669 , pp. 86690R
    • Lang, A.1    Carass, A.2    Sotirchos, E.3    Calabresi, P.A.4    Prince, J.L.5
  • 34
    • 84887415523 scopus 로고    scopus 로고
    • High-accuracy retinal layer segmentation for optical coherence tomography using tracking kernels based on Gaussian mixture model
    • Cha Yeong-Mun, Han Jae-Ho High-accuracy retinal layer segmentation for optical coherence tomography using tracking kernels based on Gaussian mixture model. IEEE J. Sel. Top. Quantum Electron. 2013, 1-10, 20(2):1-10. (ISSN:1077-260X).
    • IEEE J. Sel. Top. Quantum Electron.
    • Cha, Y.-M.1    Han, J.-H.2
  • 35
    • 79953032163 scopus 로고    scopus 로고
    • Automated segmentation of macular layers in OCT images and quantitative evaluation of performances
    • Ghorbel I., Rossant F., Bloch I., Tick S., Paques M. Automated segmentation of macular layers in OCT images and quantitative evaluation of performances. Pattern Recognit. 2011, 44:1590-1603.
    • (2011) Pattern Recognit. , vol.44 , pp. 1590-1603
    • Ghorbel, I.1    Rossant, F.2    Bloch, I.3    Tick, S.4    Paques, M.5
  • 36
    • 84880161116 scopus 로고    scopus 로고
    • Intra-retinal layer segmentation of 3D optical coherence tomography using coarse grained diffusion map
    • Kafieh Raheleh, Rabbani Hossein, Abramoff Michael D., Sonka Milan Intra-retinal layer segmentation of 3D optical coherence tomography using coarse grained diffusion map. Med. Image Anal. 2013, 17:907-928.
    • (2013) Med. Image Anal. , vol.17 , pp. 907-928
    • Kafieh, R.1    Rabbani, H.2    Abramoff, M.D.3    Sonka, M.4
  • 37
    • 77956360101 scopus 로고    scopus 로고
    • Automatic segmentation of seven retinal layers in SDOCT images congruent with expert manual segmentation
    • Chiu Stephanie J., Li Xiao T., Nicholas Peter, Toth Cynthia A., et al. Automatic segmentation of seven retinal layers in SDOCT images congruent with expert manual segmentation. Opt. Express 2010, 18(18):19413-19428.
    • (2010) Opt. Express , vol.18 , Issue.18 , pp. 19413-19428
    • Chiu, S.J.1    Li, X.T.2    Nicholas, P.3    Toth, C.A.4
  • 38
    • 84857959029 scopus 로고    scopus 로고
    • Validated automatic segmentation of AMD pathology including Drusen and geographic atrophy in SDOCT image
    • Chiu Stephanie J., Izatt Joseph A., O'Connel Rachelle V., et al. Validated automatic segmentation of AMD pathology including Drusen and geographic atrophy in SDOCT image. Investig. Ophthalmol. Vis. Sci. 2012, 53(1):53-61.
    • (2012) Investig. Ophthalmol. Vis. Sci. , vol.53 , Issue.1 , pp. 53-61
    • Chiu, S.J.1    Izatt, J.A.2    O'Connel, R.V.3
  • 41
    • 77953142151 scopus 로고    scopus 로고
    • Three-dimensional analysis of retinal layer texture: identification of fluid-filled regions in SD-OCT of the macula
    • Quellec G., Lee K., Dolejsi M., Garvin M.K., Abràmoff M.D., Sonka M. Three-dimensional analysis of retinal layer texture: identification of fluid-filled regions in SD-OCT of the macula. IEEE Trans. Med. Imaging 2010, 29:1321-1330.
    • (2010) IEEE Trans. Med. Imaging , vol.29 , pp. 1321-1330
    • Quellec, G.1    Lee, K.2    Dolejsi, M.3    Garvin, M.K.4    Abràmoff, M.D.5    Sonka, M.6
  • 42
    • 79551681089 scopus 로고    scopus 로고
    • Use of varying constraints in optimal 3-D graph search for segmentation of macular optical coherence tomography images
    • Haeker M., Abràmoff M.D., Wu X., Kardon R., Sonka M. Use of varying constraints in optimal 3-D graph search for segmentation of macular optical coherence tomography images. Med. Image Comput. Comput.-Assist. Interv. 2007, 10:244-251.
    • (2007) Med. Image Comput. Comput.-Assist. Interv. , vol.10 , pp. 244-251
    • Haeker, M.1    Abràmoff, M.D.2    Wu, X.3    Kardon, R.4    Sonka, M.5
  • 43
    • 73849122331 scopus 로고    scopus 로고
    • Automated 3-D intraretinal layer segmentation of macular spectral-domain optical coherence tomography images
    • Garvin M.K., Abràmoff M.D., Wu X., Russell S.R., Burns T.L., Sonka M. Automated 3-D intraretinal layer segmentation of macular spectral-domain optical coherence tomography images. IEEE Trans. Med. Imaging 2009, 28(9):1436-1447.
    • (2009) IEEE Trans. Med. Imaging , vol.28 , Issue.9 , pp. 1436-1447
    • Garvin, M.K.1    Abràmoff, M.D.2    Wu, X.3    Russell, S.R.4    Burns, T.L.5    Sonka, M.6
  • 44
    • 84874884418 scopus 로고    scopus 로고
    • Graph-based multi-surface segmentation of OCT data using trained hard and soft constraints
    • Dufour P.A., Ceklic L., Abdillahi H., et al. Graph-based multi-surface segmentation of OCT data using trained hard and soft constraints. IEEE Trans. Med. Imaging 2013, 32(3):531-543.
    • (2013) IEEE Trans. Med. Imaging , vol.32 , Issue.3 , pp. 531-543
    • Dufour, P.A.1    Ceklic, L.2    Abdillahi, H.3
  • 45
    • 84873313752 scopus 로고    scopus 로고
    • Optimal multiple surface segmentation with shape and context priors
    • Song Qi, Bai Junjie, Garvin Mona K., Sonka Milan, Buatti John M., Wu Xiaodong Optimal multiple surface segmentation with shape and context priors. IEEE Trans. Med. Imaging 2013, 32(2):376-386.
    • (2013) IEEE Trans. Med. Imaging , vol.32 , Issue.2 , pp. 376-386
    • Song, Q.1    Bai, J.2    Garvin, M.K.3    Sonka, M.4    Buatti, J.M.5    Wu, X.6
  • 46
    • 54249108911 scopus 로고    scopus 로고
    • Retinal pigment epithelium segmentation by polarization sensitive optical coherence tomography
    • Götzinger E., Pircher M., Geitzenauer W., et al. Retinal pigment epithelium segmentation by polarization sensitive optical coherence tomography. Opt. Express 2008, 16(21):16410-16422.
    • (2008) Opt. Express , vol.16 , Issue.21 , pp. 16410-16422
    • Götzinger, E.1    Pircher, M.2    Geitzenauer, W.3
  • 47
    • 34547760736 scopus 로고    scopus 로고
    • Image denoising by sparse 3-D transfor-domain collaborative filtering
    • Dabov K., Foi A., Katkovnik V., et al. Image denoising by sparse 3-D transfor-domain collaborative filtering. IEEE Trans. Image Process. 2007, 16(8):2080-2095.
    • (2007) IEEE Trans. Image Process. , vol.16 , Issue.8 , pp. 2080-2095
    • Dabov, K.1    Foi, A.2    Katkovnik, V.3
  • 48
    • 0034246174 scopus 로고    scopus 로고
    • Edge flow: a technique for boundary detection and image segmentation
    • Ma W.-Y., Manjunath B.S. Edge flow: a technique for boundary detection and image segmentation. IEEE Trans. Image Process. 2000, 9(8):1375-1388.
    • (2000) IEEE Trans. Image Process. , vol.9 , Issue.8 , pp. 1375-1388
    • Ma, W.-Y.1    Manjunath, B.S.2
  • 49
    • 33644961919 scopus 로고    scopus 로고
    • The design of Toh-Hat morphological filter and application to infrared target detection
    • Zeng M., Li J., Zhang P. The design of Toh-Hat morphological filter and application to infrared target detection. Infrared Phys. Technol. 2006, 48:67-76.
    • (2006) Infrared Phys. Technol. , vol.48 , pp. 67-76
    • Zeng, M.1    Li, J.2    Zhang, P.3
  • 50
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histograms
    • Otsu N. A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man Cybern. 1979, 9:62-66.
    • (1979) IEEE Trans. Syst. Man Cybern. , vol.9 , pp. 62-66
    • Otsu, N.1


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