메뉴 건너뛰기




Volumn 139, Issue , 2017, Pages 109-117

An anomaly detection approach for the identification of DME patients using spectral domain optical coherence tomography images

Author keywords

Anomaly detection; Classification; Diabetic macular edema; Diabetic retinopathy; SD OCT

Indexed keywords

CLASSIFICATION (OF INFORMATION); COHERENT LIGHT; EYE PROTECTION; GAUSSIAN DISTRIBUTION; SIGNAL DETECTION; STATISTICS; STRAIN MEASUREMENT;

EID: 84995655027     PISSN: 01692607     EISSN: 18727565     Source Type: Journal    
DOI: 10.1016/j.cmpb.2016.11.001     Document Type: Article
Times cited : (62)

References (24)
  • 1
    • 77955013602 scopus 로고    scopus 로고
    • Diabetic retinopathy
    • [1] Cheung, N., Mitchell, P., Wong, T.Y., Diabetic retinopathy. Lancet 376:9735 (2010), 124-136.
    • (2010) Lancet , vol.376 , Issue.9735 , pp. 124-136
    • Cheung, N.1    Mitchell, P.2    Wong, T.Y.3
  • 3
    • 2342466734 scopus 로고    scopus 로고
    • Global prevalence of diabetes estimates for the year 2000 and projections for 2030
    • [3] Wild, S., Roglic, G., Green, A., Sicree, R., King, H., Global prevalence of diabetes estimates for the year 2000 and projections for 2030. Diabetes Care 27:5 (2004), 1047-1053.
    • (2004) Diabetes Care , vol.27 , Issue.5 , pp. 1047-1053
    • Wild, S.1    Roglic, G.2    Green, A.3    Sicree, R.4    King, H.5
  • 4
    • 84995654569 scopus 로고    scopus 로고
    • What is a fundus camera
    • Ophthalmic Photographers Society
    • [4] Saine, P.J., What is a fundus camera. Ophthalmic Photographers Society, 2006.
    • (2006)
    • Saine, P.J.1
  • 5
    • 56149108242 scopus 로고    scopus 로고
    • Comparison of macular thickness measurements between time domain and spectral domain optical coherence tomography
    • [5] Leung, C.K., Cheung, C.Y., Weinreb, R.N., Lee, G., Lin, D., Pang, C.P., et al. Comparison of macular thickness measurements between time domain and spectral domain optical coherence tomography. Invest. Ophthalmol. Vis. Sci 49:11 (2008), 4893-4897.
    • (2008) Invest. Ophthalmol. Vis. Sci , vol.49 , Issue.11 , pp. 4893-4897
    • Leung, C.K.1    Cheung, C.Y.2    Weinreb, R.N.3    Lee, G.4    Lin, D.5    Pang, C.P.6
  • 6
    • 28944452374 scopus 로고    scopus 로고
    • Spectral domain optical coherence tomography: ultra-high speed, ultra-high resolution ophthalmic imaging
    • [6] Chen, T.C., Cense, B., Pierce, M.C., Nassif, N., Park, B.H., Yun, S.H., et al. Spectral domain optical coherence tomography: ultra-high speed, ultra-high resolution ophthalmic imaging. Arch. Ophthalmol 123:12 (2005), 1715-1720.
    • (2005) Arch. Ophthalmol , vol.123 , Issue.12 , pp. 1715-1720
    • Chen, T.C.1    Cense, B.2    Pierce, M.C.3    Nassif, N.4    Park, B.H.5    Yun, S.H.6
  • 10
    • 77953142151 scopus 로고    scopus 로고
    • Three-dimensional analysis of retinal layer texture: identification of fluid-filled regions in SD-OCT of the macula
    • [10] Quellec, G., Lee, K., Dolejsi, M., Garvin, M.K., Abramoff, 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 29 (2010), 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    Abramoff, M.D.5    Sonka, M.6
  • 11
    • 84864616479 scopus 로고    scopus 로고
    • 3D segmentation of fluid-associated abnormalities in retinal OCT: probability constrained graph-search-graph cut
    • [11] Chen, X., Niemeijer, M., Zhang, L., Lee, K., Abramoff, M.D., Sonka, M., 3D segmentation of fluid-associated abnormalities in retinal OCT: probability constrained graph-search-graph cut. IEEE Trans. Med. Imaging 31:8 (2012), 1521-1531.
    • (2012) IEEE Trans. Med. Imaging , vol.31 , Issue.8 , pp. 1521-1531
    • Chen, X.1    Niemeijer, M.2    Zhang, L.3    Lee, K.4    Abramoff, M.D.5    Sonka, M.6
  • 12
    • 79953032163 scopus 로고    scopus 로고
    • Automated segmentation of macular layers in OCT images and quantitative evaluation of performances
    • [12] 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 44:8 (2011), 1590-1603.
    • (2011) Pattern Recognit , vol.44 , Issue.8 , pp. 1590-1603
    • Ghorbel, I.1    Rossant, F.2    Bloch, I.3    Tick, S.4    Paques, M.5
  • 13
    • 84922522798 scopus 로고    scopus 로고
    • A review of algorithms for segmentation of optical coherence tomography from retina
    • [13] Kafieh, R., Rabbani, H., Kermani, S., A review of algorithms for segmentation of optical coherence tomography from retina. J. Med. Signals Sens 3:1 (2013), 45-60.
    • (2013) J. Med. Signals Sens , vol.3 , Issue.1 , pp. 45-60
    • Kafieh, R.1    Rabbani, H.2    Kermani, S.3
  • 14
    • 84887850721 scopus 로고    scopus 로고
    • Fully automatic software for retinal thickness in eyes with diabetic macular edema from images acquired by Cirrus and Spectralis systems
    • [14] Lee, J.Y., Chiu, S.J., Srinivasan, P.P., Izatt, J.A., Toth, C.A., Farsiu, S., et al. Fully automatic software for retinal thickness in eyes with diabetic macular edema from images acquired by Cirrus and Spectralis systems. Invest. Ophthalmol. Vis. Sci 54:12 (2013), 7595-7602.
    • (2013) Invest. Ophthalmol. Vis. Sci , vol.54 , Issue.12 , pp. 7595-7602
    • Lee, J.Y.1    Chiu, S.J.2    Srinivasan, P.P.3    Izatt, J.A.4    Toth, C.A.5    Farsiu, S.6
  • 15
    • 80052138068 scopus 로고    scopus 로고
    • Automated macular pathology diagnosis in retinal OCT images using multi-scale spatial pyramid and local binary patterns in texture and shape encoding
    • [15] Liu, Y.Y., Chen, M., Ishikawa, H., Wollstein, G., Schuman, J.S., Rehg, J.M., Automated macular pathology diagnosis in retinal OCT images using multi-scale spatial pyramid and local binary patterns in texture and shape encoding. Med. Image Anal 15 (2011), 748-759.
    • (2011) Med. Image Anal , vol.15 , pp. 748-759
    • Liu, Y.Y.1    Chen, M.2    Ishikawa, H.3    Wollstein, G.4    Schuman, J.S.5    Rehg, J.M.6
  • 16
    • 84942367248 scopus 로고    scopus 로고
    • Fully automated detection of diabetic macular edema and dry age-related macular degeneration from optical coherence tomography images
    • [16] Srinivasan, P.P., Kim, L.A., Mettu, P.S., Cousins, S.W., Comer, G.M., Izatt, J.A., et al. Fully automated detection of diabetic macular edema and dry age-related macular degeneration from optical coherence tomography images. Biomed. Opt. Express 5:10 (2014), 3568-3577.
    • (2014) Biomed. Opt. Express , vol.5 , Issue.10 , pp. 3568-3577
    • Srinivasan, P.P.1    Kim, L.A.2    Mettu, P.S.3    Cousins, S.W.4    Comer, G.M.5    Izatt, J.A.6
  • 17
    • 84881637931 scopus 로고    scopus 로고
    • SVM-based texture classification in optical coherence tomography
    • In: IEEE Symposium on Biomedical Imaging, pp. 1332-1335
    • [17] Anantrasirichai, N., Achim, A., Morgan, J.E., Erchova, I., Nicholson, L., SVM-based texture classification in optical coherence tomography. In: IEEE Symposium on Biomedical Imaging, pp. 1332-1335, 2013.
    • (2013)
    • Anantrasirichai, N.1    Achim, A.2    Morgan, J.E.3    Erchova, I.4    Nicholson, L.5
  • 18
    • 84995692713 scopus 로고    scopus 로고
    • Age-related macular degeneration identification in volumetric optical coherence tomography using decomposition and local feature extraction
    • In: 17th Annual Conference in Medical Image Understanding and Analysis, pp. 59-64
    • [18] Albarrak, A., Coenen, F., Zheng, Y., Age-related macular degeneration identification in volumetric optical coherence tomography using decomposition and local feature extraction. In: 17th Annual Conference in Medical Image Understanding and Analysis, pp. 59-64, 2013.
    • (2013)
    • Albarrak, A.1    Coenen, F.2    Zheng, Y.3
  • 20
    • 84995572601 scopus 로고    scopus 로고
    • Classification of SD-OCT volumes with LBP: application to DME detection
    • In: Ophthalmic Medical Image Analysis Workshop (MICCAI)
    • [20] Lemaître, G., Rastgoo, M., Massich, J., Sankar, S., Mériaudeau, F., Sidibé, D., Classification of SD-OCT volumes with LBP: application to DME detection. In: Ophthalmic Medical Image Analysis Workshop (MICCAI), 2015.
    • (2015)
    • Lemaître, G.1    Rastgoo, M.2    Massich, J.3    Sankar, S.4    Mériaudeau, F.5    Sidibé, D.6
  • 21
    • 0032738897 scopus 로고    scopus 로고
    • Speckle in optical coherence tomography
    • [21] Schmitt, J.M., Xiang, S., Yung, K.M., Speckle in optical coherence tomography. J. Biomed. Opt 4:1 (1999), 95-105.
    • (1999) J. Biomed. Opt , vol.4 , Issue.1 , pp. 95-105
    • Schmitt, J.M.1    Xiang, S.2    Yung, K.M.3
  • 23
    • 84857466151 scopus 로고    scopus 로고
    • Machine Learning: A Probabilistic Perspective
    • MIT Press Cambridge, MA
    • [23] Murphy, K.P., Machine Learning: A Probabilistic Perspective. 2012, MIT Press, Cambridge, MA.
    • (2012)
    • Murphy, K.P.1
  • 24
    • 33846516584 scopus 로고    scopus 로고
    • Pattern Recognition and Machine Learning
    • Springer
    • [24] Bishop, C., Pattern Recognition and Machine Learning. 2006, Springer.
    • (2006)
    • Bishop, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.