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Volumn 59, Issue 7, 2018, Pages 2861-2868

Deep learning for predicting refractive error from retinal fundus images

Author keywords

Deep learning; Machine learning; Refractive error; Retinal imaging

Indexed keywords

ADULT; AGED; ALGORITHM; ARTICLE; DEEP LEARNING ALGORITHM; DIAGNOSTIC IMAGING; EYE FUNDUS; FEMALE; HUMAN; MAJOR CLINICAL STUDY; MALE; MIDDLE AGED; NERVE CELL NETWORK; OPTICAL COHERENCE TOMOGRAPHY; PRIORITY JOURNAL; REFRACTION ERROR; RETINAL FUNDUS IMAGING; EYE REFRACTION; INFORMATION PROCESSING; PHYSIOLOGY; RETINA; VISION TEST; VISUAL FIELD;

EID: 85048032246     PISSN: 01460404     EISSN: 15525783     Source Type: Journal    
DOI: 10.1167/iovs.18-23887     Document Type: Article
Times cited : (148)

References (44)
  • 1
    • 84860218310 scopus 로고    scopus 로고
    • Global estimates of visual impairment: 2010
    • Pascolini D, Mariotti SP. Global estimates of visual impairment: 2010. Br J Ophthalmol. 2012;96:614–618.
    • (2012) Br J Ophthalmol , vol.96 , pp. 614-618
    • Pascolini, D.1    Mariotti, S.P.2
  • 3
    • 84894155013 scopus 로고    scopus 로고
    • Epidemiology of myopia
    • Foster PJ, Jiang Y. Epidemiology of myopia. Eye. 2014;28:202– 208.
    • (2014) Eye , vol.28 , pp. 202-208
    • Foster, P.J.1    Jiang, Y.2
  • 4
    • 84866428434 scopus 로고    scopus 로고
    • Uncorrected refractive errors
    • Kovin S, Naidoo JJ. Uncorrected refractive errors. Indian J Ophthalmol. 2012;60:432–437.
    • (2012) Indian J Ophthalmol , vol.60 , pp. 432-437
    • Kovin, S.1    Naidoo, J.J.2
  • 6
    • 84939495791 scopus 로고    scopus 로고
    • Development and validation of a smartphone-based visual acuity test (Peek acuity) for clinical practice and community-based fieldwork
    • Bastawrous A, Rono HK, Livingstone IAT, et al. Development and validation of a smartphone-based visual acuity test (peek acuity) for clinical practice and community-based fieldwork. JAMA Ophthalmol. 2015;133:930–937.
    • (2015) JAMA Ophthalmol , vol.133 , pp. 930-937
    • Bastawrous, A.1    Rono, H.K.2    Livingstone, I.A.T.3
  • 7
    • 85009232097 scopus 로고    scopus 로고
    • The diabetic retinopathy screening workflow: Potential for smartphone imaging
    • Bolster NM, Giardini ME, Bastawrous A. The diabetic retinopathy screening workflow: potential for smartphone imaging. J Diabetes Sci Technol. 2015;10:318–324.
    • (2015) J Diabetes Sci Technol , vol.10 , pp. 318-324
    • Bolster, N.M.1    Giardini, M.E.2    Bastawrous, A.3
  • 8
    • 84958582097 scopus 로고    scopus 로고
    • Clinical validation of a smartphone-based adapter for optic disc imaging in Kenya
    • Bastawrous A, Giardini ME, Bolster NM, et al. Clinical validation of a smartphone-based adapter for optic disc imaging in Kenya. JAMA Ophthalmol. 2016;134:151–158.
    • (2016) JAMA Ophthalmol , vol.134 , pp. 151-158
    • Bastawrous, A.1    Giardini, M.E.2    Bolster, N.M.3
  • 10
    • 85016143105 scopus 로고    scopus 로고
    • Dermatologist-level classification of skin cancer with deep neural networks
    • Esteva A, Kuprel B, Novoa RA, et al. Dermatologist-level classification of skin cancer with deep neural networks. Nature. 2017;542:115–118.
    • (2017) Nature , vol.542 , pp. 115-118
    • Esteva, A.1    Kuprel, B.2    Novoa, R.A.3
  • 11
    • 85007529863 scopus 로고    scopus 로고
    • Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs
    • Gulshan V, Peng L, Coram M, et al. Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs. JAMA. 2016;316:2402–2410.
    • (2016) JAMA , vol.316 , pp. 2402-2410
    • Gulshan, V.1    Peng, L.2    Coram, M.3
  • 12
    • 85016221341 scopus 로고    scopus 로고
    • Automated identification of diabetic retinopathy using deep learning
    • Gargeya R, Leng T. Automated identification of diabetic retinopathy using deep learning. Ophthalmology. 2017;124: 962–969.
    • (2017) Ophthalmology , vol.124 , pp. 962-969
    • Gargeya, R.1    Leng, T.2
  • 16
    • 84990068011 scopus 로고    scopus 로고
    • Identity mappings in deep residual networks
    • He K, Zhang X, Ren S, Sun J. Identity mappings in deep residual networks. Comput Vis ECCV. 2016;4:630–645.
    • (2016) Comput Vis ECCV , vol.4 , pp. 630-645
    • He, K.1    Zhang, X.2    Ren, S.3    Sun, J.4
  • 18
    • 85048036176 scopus 로고    scopus 로고
    • Biobank. UK About UK Biobank
    • Biobank. UK About UK Biobank website. Available at: http://www.ukbiobank.ac.uk/about-biobank-uk/. Accessed March 26, 2017.
  • 20
    • 45149125659 scopus 로고    scopus 로고
    • procedures. Chapter 8. dbGaP ID: phd000008
    • National Eye Institute. Age-Related Eye Disease Study (AREDS). Photographic procedures. Chapter 8. dbGaP ID: phd000008. https://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/document.cgi?study_id=phs000001.v3.p1&phv=53743&phd=8&pha=2856&pht=371&phvf=&phdf=&phaf=&pht f=&dssp= 1&consent=&t emp=1. Accessed November 22, 2017.
    • Age-Related Eye Disease Study (AREDS)
  • 23
    • 84970002232 scopus 로고    scopus 로고
    • Show, attend and tell: Neural image caption generation with visual attention
    • Xu K, Ba J, Kiros R, et al. Show, attend and tell: neural image caption generation with visual attention. Proc Int Conf Mach Learn Appl. 2015:2048–2057.
    • (2015) Proc Int Conf Mach Learn Appl , pp. 2048-2057
    • Xu, K.1    Ba, J.2    Kiros, R.3
  • 27
    • 84926363707 scopus 로고    scopus 로고
    • Refractive error and ocular parameters: Comparison of two SD-OCT systems
    • Ostrin LA, Yuzuriha J, Wildsoet CF. Refractive error and ocular parameters: comparison of two SD-OCT systems. Optom Vis Sci. 2015;92:437–446.
    • (2015) Optom Vis Sci , vol.92 , pp. 437-446
    • Ostrin, L.A.1    Yuzuriha, J.2    Wildsoet, C.F.3
  • 28
    • 37549008675 scopus 로고    scopus 로고
    • In vivo measurements of cone photoreceptor spacing in myopic eyes from images obtained by an adaptive optics fundus camera
    • Kitaguchi Y, Bessho K, Yamaguchi T, Nakazawa N, Mihashi T, Fujikado T. In vivo measurements of cone photoreceptor spacing in myopic eyes from images obtained by an adaptive optics fundus camera. Jpn J Ophthalmol. 2007;51:456–461.
    • (2007) Jpn J Ophthalmol , vol.51 , pp. 456-461
    • Kitaguchi, Y.1    Bessho, K.2    Yamaguchi, T.3    Nakazawa, N.4    Mihashi, T.5    Fujikado, T.6
  • 29
    • 0019718851 scopus 로고
    • Clinical investigation of the foveal light reflex
    • Newcomb RD, Potter JW. Clinical investigation of the foveal light reflex. Am J Optom Physiol Opt. 1981;58:1110–1119.
    • (1981) Am J Optom Physiol Opt , vol.58 , pp. 1110-1119
    • Newcomb, R.D.1    Potter, J.W.2
  • 30
    • 84935885143 scopus 로고    scopus 로고
    • Macular pigment optical density and ocular pulse amplitude in subjects with different axial lengths and refractive errors
    • Czepita M, Karczewicz D, Safranow K, Czepita D. Macular pigment optical density and ocular pulse amplitude in subjects with different axial lengths and refractive errors. Med Sci Monit. 2015;21:1716–1720.
    • (2015) Med Sci Monit , vol.21 , pp. 1716-1720
    • Czepita, M.1    Karczewicz, D.2    Safranow, K.3    Czepita, D.4
  • 31
    • 0036240919 scopus 로고    scopus 로고
    • Fundus photography for measurement of macular pigment density distribution in children
    • Bour LJ, Koo L, Delori FC, Apkarian P, Fulton AB. Fundus photography for measurement of macular pigment density distribution in children. Invest Ophthalmol Vis Sci. 2002;43: 1450–1455.
    • (2002) Invest Ophthalmol Vis Sci , vol.43 , pp. 1450-1455
    • Bour, L.J.1    Koo, L.2    Delori, F.C.3    Apkarian, P.4    Fulton, A.B.5
  • 32
    • 0033492305 scopus 로고    scopus 로고
    • Determinants of optic disc characteristics in a general population: The Rotterdam Study
    • Ramrattan RS, Wolfs RC, Jonas JB, Hofman A, de Jong PT. Determinants of optic disc characteristics in a general population: The Rotterdam Study. Ophthalmology. 1999; 106:1588–1596.
    • (1999) Ophthalmology , vol.106 , pp. 1588-1596
    • Ramrattan, R.S.1    Wolfs, R.C.2    Jonas, J.B.3    Hofman, A.4    de Jong, P.T.5
  • 33
    • 79959618150 scopus 로고    scopus 로고
    • Influence of refractive error on optic disc topographic parameters: The Singapore Malay Eye Study
    • Wu R-Y, Wong T-Y, Zheng Y-F, et al. Influence of refractive error on optic disc topographic parameters: the Singapore Malay Eye Study. Am J Ophthalmol. 2011;152:81–86.
    • (2011) Am J Ophthalmol , vol.152 , pp. 81-86
    • Wu, R.-Y.1    Wong, T.-Y.2    Zheng, Y.-F.3
  • 34
    • 14244254587 scopus 로고    scopus 로고
    • Optic disk size correlated with refractive error
    • Jonas JB. Optic disk size correlated with refractive error. Am J Ophthalmol. 2005;139:346–348.
    • (2005) Am J Ophthalmol , vol.139 , pp. 346-348
    • Jonas, J.B.1
  • 35
    • 0027955905 scopus 로고
    • Race-, age-, gender-, and refractive error-related differences in the normal optic disc
    • Varma R, Tielsch JM, Quigley HA, et al. Race-, age-, gender-, and refractive error-related differences in the normal optic disc. Arch Ophthalmol. 1994;112:1068–1076.
    • (1994) Arch Ophthalmol , vol.112 , pp. 1068-1076
    • Varma, R.1    Tielsch, J.M.2    Quigley, H.A.3
  • 36
    • 0036248077 scopus 로고    scopus 로고
    • Population prevalence of tilted optic disks and the relationship of this sign to refractive error
    • Vongphanit J, Mitchell P, Wang JJ. Population prevalence of tilted optic disks and the relationship of this sign to refractive error. Am J Ophthalmol. 2002;133:679–685.
    • (2002) Am J Ophthalmol , vol.133 , pp. 679-685
    • Vongphanit, J.1    Mitchell, P.2    Wang, J.J.3
  • 38
    • 77956206847 scopus 로고    scopus 로고
    • Lens opacity and refractive influences on the measurement of retinal vascular fractal dimension
    • Li H, Mitchell P, Liew G, et al. Lens opacity and refractive influences on the measurement of retinal vascular fractal dimension. Acta Ophthalmol. 2010;88:e234–e240.
    • (2010) Acta Ophthalmol , vol.88 , pp. e234-e240
    • Li, H.1    Mitchell, P.2    Liew, G.3
  • 39
    • 85042434793 scopus 로고    scopus 로고
    • Ametropia, retinal anatomy, and OCT abnormality patterns in glaucoma. 1. Impacts of refractive error and interartery angle
    • Elze T, Baniasadi N, Jin Q, Wang H, Wang M. Ametropia, retinal anatomy, and OCT abnormality patterns in glaucoma. 1. Impacts of refractive error and interartery angle. J Biomed Opt. 2017;22:121713.
    • (2017) J Biomed Opt , vol.22 , pp. 121713
    • Elze, T.1    Baniasadi, N.2    Jin, Q.3    Wang, H.4    Wang, M.5
  • 40
    • 85041098725 scopus 로고    scopus 로고
    • The interrelationship between refractive error, blood vessel anatomy, and glaucomatous visual field loss
    • Wang M, Jin Q, Wang H, Li D, Baniasadi N, Elze T. The interrelationship between refractive error, blood vessel anatomy, and glaucomatous visual field loss. Trans Vis Sci Tech. 2018;7(1):4.
    • (2018) Trans Vis Sci Tech , vol.7 , Issue.1 , pp. 4
    • Wang, M.1    Jin, Q.2    Wang, H.3    Li, D.4    Baniasadi, N.5    Elze, T.6
  • 41
    • 85040313441 scopus 로고    scopus 로고
    • Age, ocular magnification, and circumpapillary retinal nerve fiber layer thickness
    • Wang M, Elze T, Li D, et al. Age, ocular magnification, and circumpapillary retinal nerve fiber layer thickness. J Biomed Opt. 2017;22:1–19.
    • (2017) J Biomed Opt , vol.22 , pp. 1-19
    • Wang, M.1    Elze, T.2    Li, D.3
  • 42
    • 85030185337 scopus 로고    scopus 로고
    • Associations between optic nerve head–related anatomical parameters and refractive error over the full range of glaucoma severity
    • Baniasadi N, Wang M, Wang H, Mahd M, Elze T. Associations between optic nerve head–related anatomical parameters and refractive error over the full range of glaucoma severity. Trans Vis Sci Tech. 2017;6(4):9.
    • (2017) Trans Vis Sci Tech , vol.6 , Issue.4 , pp. 9
    • Baniasadi, N.1    Wang, M.2    Wang, H.3    Mahd, M.4    Elze, T.5
  • 43
    • 85040313441 scopus 로고    scopus 로고
    • Age, ocular magnification, and circumpapillary retinal nerve fiber layer thickness
    • Wang M, Elze T, Li D, et al. Age, ocular magnification, and circumpapillary retinal nerve fiber layer thickness. J Biomed Opt. 2017;22:1–19.
    • (2017) J Biomed Opt , vol.22 , pp. 1-19
    • Wang, M.1    Elze, T.2    Li, D.3
  • 44
    • 85048040175 scopus 로고    scopus 로고
    • Peek Vision. Peek Vision: Vision & Health for Everyone website
    • Peek Vision. Peek Vision: Vision & Health for Everyone website. Available at: http://10ga.iapb.org/peek-vision-vision-health-for-everyone. Accessed December 4, 2017.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.