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Corneal topography from spectral optical coherence tomography (sOCT)Sergio Ortiz, Damian Siedlecki, Pablo Pérez-Merino, Noelia Chia, Alberto de Castro, Maciej Szkulmowski, Maciej Wojtkowski, and Susana Marcos »View Author Affiliations
Sergio Ortiz,1,*
Damian Siedlecki,1,2
Pablo Pérez-Merino,1
Noelia Chia,1
Alberto de Castro,1
Maciej Szkulmowski,3
Maciej Wojtkowski,3
and Susana Marcos1
1Instituto de Óptica “Daza de Valdés,” Consejo Superior de Investigaciones Científicas, C/Serrano 121, 28006 Madrid, Spain 2Institute of Physics, Wroclaw University of Technology, Wybrzeze Wyspianskiego 27, 50370 Wroclaw, Poland 3Institute of Physics, Nicolaus Copernicus University, ul. Grudziądzka 5/7, PL-87-100 Toruń, Poland *Corresponding author: sortiz@io.cfmac.csic.es |
Biomedical Optics Express, Vol. 2, Issue 12, pp. 3232-3247 (2011)
http://dx.doi.org/10.1364/BOE.2.003232
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Abstract
We present a method to obtain accurate corneal topography from a spectral optical coherence tomography (sOCT) system. The method includes calibration of the device, compensation of the fan (or field) distortion introduced by the scanning architecture, and image processing analysis for volumetric data extraction, segmentation and fitting. We present examples of three-dimensional (3-D) surface topography measurements on spherical and aspheric lenses, as well as on 10 human corneas in vivo. Results of sOCT surface topography (with and without fan-distortion correction) were compared with non-contact profilometry (taken as reference) on a spherical lens, and with non-contact profilometry and state-of-the art commercial corneal topography instruments on aspheric lenses and on subjects. Corneal elevation maps from all instruments were fitted by quadric surfaces (as well as by tenth-order Zernike polynomials) using custom routines. We found that the discrepancy in the estimated radius of curvature from nominal values in artificial corneas decreased from 4.6% (without fan distortion correction) to 1.6% (after fan distortion correction), and the difference in the asphericity decreased from 130% to 5%. In human corneas, the estimated corneal radius of curvature was not statistically significantly different across instruments. However, a Bland-Altman analysis showed consistent differences in the estimated asphericity and corneal shape between sOCT topographies without fan distortion correction and the rest of the measurements.
© 2011 OSA
OCIS Codes
(110.4500) Imaging systems : Optical coherence tomography
(110.6880) Imaging systems : Three-dimensional image acquisition
(120.4640) Instrumentation, measurement, and metrology : Optical instruments
(120.4800) Instrumentation, measurement, and metrology : Optical standards and testing
(120.6650) Instrumentation, measurement, and metrology : Surface measurements, figure
(330.7327) Vision, color, and visual optics : Visual optics, ophthalmic instrumentation
ToC Category:
Optical Coherence Tomography
History
Original Manuscript: September 7, 2011
Revised Manuscript: October 20, 2011
Manuscript Accepted: October 20, 2011
Published: November 4, 2011
Citation
Sergio Ortiz, Damian Siedlecki, Pablo Pérez-Merino, Noelia Chia, Alberto de Castro, Maciej Szkulmowski, Maciej Wojtkowski, and Susana Marcos, "Corneal topography from spectral optical coherence tomography (sOCT)," Biomed. Opt. Express 2, 3232-3247 (2011)
http://www.opticsinfobase.org/boe/abstract.cfm?URI=boe-2-12-3232
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- B. Potsaid, B. Baumann, D. Huang, S. Barry, A. E. Cable, J. S. Schuman, J. S. Duker, and J. G. Fujimoto, “Ultrahigh speed 1050nm swept source/Fourier domain OCT retinal and anterior segment imaging at 100,000 to 400,000 axial scans per second,” Opt. Express18(19), 20029–20048 (2010). [CrossRef] [PubMed]
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- C. Dorronsoro, D. Cano, J. Merayo-Lloves, and S. Marcos, “Experiments on PMMA models to predict the impact of corneal refractive surgery on corneal shape,” Opt. Express14(13), 6142–6156 (2006). [CrossRef] [PubMed]
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- P. Targowski, T. Bajraszewski, I. Gorczynska, M. Gora, A. Szkulmowska, M. Szkulmowski, M. Wojtkowski, J. J. Kaluzny, B. J. Kaluzny, and A. Kowalczyk, “Spectral optical coherence tomography for nondestructive examinations,” Opt. Appl.36, 609–619 (2006).
- M. C. Dunne, L. N. Davies, and J. S. Wolffsohn, “Accuracy of cornea and lens biometry using anterior segment optical coherence tomography,” J. Biomed. Opt.12(6), 064023 (2007). [CrossRef] [PubMed]
- J. Xie, S. Huang, Z. Duan, Y. Shi, and S. Wen, “Correction of the image distortion for laser galvanometric scanning system,” Opt. Laser Technol.37(4), 305–311 (2005). [CrossRef]
- S. Radhakrishnan, A. M. Rollins, J. E. Roth, S. Yazdanfar, V. Westphal, D. S. Bardenstein, and J. A. Izatt, “Real-time optical coherence tomography of the anterior segment at 1310 nm,” Arch. Ophthalmol.119(8), 1179–1185 (2001). [PubMed]
- M. Zhu, M. J. Collins, and D. Robert Iskander, “Microfluctuations of wavefront aberrations of the eye,” Ophthalmic Physiol. Opt.24(6), 562–571 (2004). [CrossRef] [PubMed]
- A. M. Zysk, F. T. Nguyen, A. L. Oldenburg, D. L. Marks, and S. A. Boppart, “Optical coherence tomography: a review of clinical development from bench to bedside,” J. Biomed. Opt.12(5), 051403 (2007). [CrossRef] [PubMed]
Am. J. Ophthalmol.
- G. J. Jaffe and J. Caprioli, “Optical coherence tomography to detect and manage retinal disease and glaucoma,” Am. J. Ophthalmol.137(1), 156–169 (2004). [CrossRef] [PubMed]
- H. Y. Kim, D. L. Budenz, P. S. Lee, W. J. Feuer, and K. Barton, “Comparison of central corneal thickness using anterior segment optical coherence tomography vs ultrasound pachymetry,” Am. J. Ophthalmol.145(2), 228–232.e1 (2008). [CrossRef] [PubMed]
Appl. Opt.
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Biomed. Opt. Express
- K. Karnowski, B. J. Kaluzny, M. Szkulmowski, M. Gora, and M. Wojtkowski, “Corneal topography with high-speed swept source OCT in clinical examination,” Biomed. Opt. Express2(9), 2709–2720 (2011). [CrossRef] [PubMed]
- D. Borja, D. Siedlecki, A. de Castro, S. Uhlhorn, S. Ortiz, E. Arrieta, J.-M. Parel, S. Marcos, and F. Manns, “Distortions of the posterior surface in optical coherence tomography images of the isolated crystalline lens: effect of the lens index gradient,” Biomed. Opt. Express1(5), 1331–1340 (2010). [CrossRef] [PubMed]
Br. J. Ophthalmol.
- R. Lavanya, L. Teo, D. S. Friedman, H. T. Aung, M. Baskaran, H. Gao, T. Alfred, S. K. Seah, K. Kashiwagi, P. J. Foster, and T. Aung, “Comparison of anterior chamber depth measurements using the IOLMaster, scanning peripheral anterior chamber depth analyser, and anterior segment optical coherence tomography,” Br. J. Ophthalmol.91(8), 1023–1026 (2007). [CrossRef] [PubMed]
Graefes Arch. Clin. Exp. Ophthalmol.
- J. Dawczynski, E. Koenigsdoerffer, R. Augsten, and J. Strobel, “Anterior optical coherence tomography: a non-contact technique for anterior chamber evaluation,” Graefes Arch. Clin. Exp. Ophthalmol.245(3), 423–425 (2007). [CrossRef] [PubMed]
IEEE Trans. Syst. Man Cybern.
- N. Otsu, “A threshold selection method from gray-level histogram,” IEEE Trans. Syst. Man Cybern.66, 9–62 (1979).
Invest. Ophthalmol. Vis. Sci.
- S. Muscat, N. McKay, S. Parks, E. Kemp, and D. Keating, “Repeatability and reproducibility of corneal thickness measurements by optical coherence tomography,” Invest. Ophthalmol. Vis. Sci.43(6), 1791–1795 (2002). [PubMed]
- A. Pérez-Escudero, C. Dorronsoro, L. Sawides, L. Remón, J. Merayo-Lloves, and S. Marcos, “Minor influence of myopic laser in situ keratomileusis on the posterior corneal surface,” Invest. Ophthalmol. Vis. Sci.50(9), 4146–4154 (2009). [CrossRef] [PubMed]
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J. Biomed. Opt.
- A. M. Zysk, F. T. Nguyen, A. L. Oldenburg, D. L. Marks, and S. A. Boppart, “Optical coherence tomography: a review of clinical development from bench to bedside,” J. Biomed. Opt.12(5), 051403 (2007). [CrossRef] [PubMed]
- M. C. Dunne, L. N. Davies, and J. S. Wolffsohn, “Accuracy of cornea and lens biometry using anterior segment optical coherence tomography,” J. Biomed. Opt.12(6), 064023 (2007). [CrossRef] [PubMed]
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J. Cataract Refract. Surg.
- M. Tang, Y. Li, M. Avila, and D. Huang, “Measuring total corneal power before and after laser in situ keratomileusis with high-speed optical coherence tomography,” J. Cataract Refract. Surg.32(11), 1843–1850 (2006). [CrossRef] [PubMed]
- D. Chen and A. K. C. Lam, “Intrasession and intersession repeatability of the Pentacam system on posterior corneal assessment in the normal human eye,” J. Cataract Refract. Surg.33(3), 448–454 (2007). [CrossRef] [PubMed]
- H. Shankar, D. Taranath, C. T. Santhirathelagan, and K. Pesudovs, “Anterior segment biometry with the Pentacam: comprehensive assessment of repeatability of automated measurements,” J. Cataract Refract. Surg.34(1), 103–113 (2008). [CrossRef] [PubMed]
- S. A. Read, M. J. Collins, D. R. Iskander, and B. A. Davis, “Corneal topography with Scheimpflug imaging and videokeratography: comparative study of normal eyes,” J. Cataract Refract. Surg.35(6), 1072–1081 (2009). [CrossRef] [PubMed]
- H. Shankar, D. Taranath, C. T. Santhirathelagan, and K. Pesudovs, “Repeatability of corneal first-surface wavefront aberrations measured with Pentacam corneal topography,” J. Cataract Refract. Surg.34(5), 727–734 (2008). [CrossRef] [PubMed]
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J. Opt. Soc. Am. A
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J. Physiol.
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J. Refract. Surg.
- S. Barbero, S. Marcos, J. Merayo-Lloves, and E. Moreno-Barriuso, “Validation of the estimation of corneal aberrations from videokeratography in keratoconus,” J. Refract. Surg.18(3), 263–270 (2002). [PubMed]
Lancet
- J. M. Bland and D. G. Altman, “Statistical methods for assessing agreement between two methods of clinical measurement,” Lancet327(8476), 307–310 (1986). [CrossRef] [PubMed]
Ocul. Surf.
- T. Simpson and D. Fonn, “Optical coherence tomography of the anterior segment,” Ocul. Surf.6(3), 117–127 (2008). [PubMed]
Ophthalmic Physiol. Opt.
- M. Zhu, M. J. Collins, and D. Robert Iskander, “Microfluctuations of wavefront aberrations of the eye,” Ophthalmic Physiol. Opt.24(6), 562–571 (2004). [CrossRef] [PubMed]
Ophthalmology
- Y. Li, D. M. Meisler, M. Tang, A. T. H. Lu, V. Thakrar, B. J. Reiser, and D. Huang, “Keratoconus diagnosis with optical coherence tomography pachymetry mapping,” Ophthalmology115(12), 2159–2166 (2008). [CrossRef] [PubMed]
- E. Y. Li, S. Mohamed, C. K. Leung, S. K. Rao, A. C. Cheng, C. Y. Cheung, and D. S. Lam, “Agreement among 3 methods to measure corneal thickness: ultrasound pachymetry, Orbscan II, and Visante anterior segment optical coherence tomography,” Ophthalmology114(10), 1842–1847.e2 (2007). [CrossRef] [PubMed]
Opt. Appl.
- P. Targowski, T. Bajraszewski, I. Gorczynska, M. Gora, A. Szkulmowska, M. Szkulmowski, M. Wojtkowski, J. J. Kaluzny, B. J. Kaluzny, and A. Kowalczyk, “Spectral optical coherence tomography for nondestructive examinations,” Opt. Appl.36, 609–619 (2006).
Opt. Express
- C. Dorronsoro, D. Cano, J. Merayo-Lloves, and S. Marcos, “Experiments on PMMA models to predict the impact of corneal refractive surgery on corneal shape,” Opt. Express14(13), 6142–6156 (2006). [CrossRef] [PubMed]
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- A. Unterhuber, B. Považay, B. Hermann, H. Sattmann, A. Chavez-Pirson, and W. Drexler, “In vivo retinal optical coherence tomography at 1040 nm - enhanced penetration into the choroid,” Opt. Express13(9), 3252–3258 (2005). [CrossRef] [PubMed]
- M. Gora, K. Karnowski, M. Szkulmowski, B. J. Kaluzny, R. Huber, A. Kowalczyk, and M. Wojtkowski, “Ultra high-speed swept source OCT imaging of the anterior segment of human eye at 200 kHz with adjustable imaging range,” Opt. Express17(17), 14880–14894 (2009). [CrossRef] [PubMed]
- I. Grulkowski, M. Gora, M. Szkulmowski, I. Gorczynska, D. Szlag, S. Marcos, A. Kowalczyk, and M. Wojtkowski, “Anterior segment imaging with Spectral OCT system using a high-speed CMOS camera,” Opt. Express17(6), 4842–4858 (2009). [CrossRef] [PubMed]
- M. Zhao, A. N. Kuo, and J. A. Izatt, “3D refraction correction and extraction of clinical parameters from spectral domain optical coherence tomography of the cornea,” Opt. Express18(9), 8923–8936 (2010). [CrossRef] [PubMed]
- V. Westphal, A. M. Rollins, S. Radhakrishnan, and J. A. Izatt, “Correction of geometric and refractive image distortions in optical coherence tomography applying Fermat’s principle,” Opt. Express10(9), 397–404 (2002). [PubMed]
- S. Ortiz, D. Siedlecki, I. Grulkowski, L. Remon, D. Pascual, M. Wojtkowski, and S. Marcos, “Optical distortion correction in optical coherence tomography for quantitative ocular anterior segment by three-dimensional imaging,” Opt. Express18(3), 2782–2796 (2010). [CrossRef] [PubMed]
- A. de Castro, S. Ortiz, E. Gambra, D. Siedlecki, and S. Marcos, “Three-dimensional reconstruction of the crystalline lens gradient index distribution from OCT imaging,” Opt. Express18(21), 21905–21917 (2010). [CrossRef] [PubMed]
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Opt. Laser Technol.
- J. Xie, S. Huang, Z. Duan, Y. Shi, and S. Wen, “Correction of the image distortion for laser galvanometric scanning system,” Opt. Laser Technol.37(4), 305–311 (2005). [CrossRef]
Optom. Vis. Sci.
- W. Tang, M. J. Collins, L. Carney, and B. Davis, “The accuracy and precision performance of four videokeratoscopes in measuring test surfaces,” Optom. Vis. Sci.77(9), 483–491 (2000). [CrossRef] [PubMed]
- P. Cho, A. K. C. Lam, J. Mountford, and L. Ng, “The performance of four different corneal topographers on normal human corneas and its impact on ortokeratology lens fitting,” Optom. Vis. Sci.79(3), 175–183 (2002). [CrossRef]
Proc. SPIE
- M. Ruggeri, O. Kocaoglu, S. Uhlhorn, D. Borja, R. Urs, T. H. Chou, V. Porciatti, J. M. Parel, and F. Manns, “Small animal ocular biometry using optical coherence tomography,” Proc. SPIE7550, 755016, 755016-6 (2010). [CrossRef]
Prog. Retin. Eye Res.
- R. A. Costa, M. Skaf, L. A. Melo, D. Calucci, J. A. Cardillo, J. C. Castro, D. Huang, and M. Wojtkowski, “Retinal assessment using optical coherence tomography,” Prog. Retin. Eye Res.25(3), 325–353 (2006). [CrossRef] [PubMed]
Refract. Corneal Surg.
- G. O. Waring, “Making sense of keratospeak II: Proposed conventional terminology for corneal topography,” Refract. Corneal Surg.5(6), 362–367 (1989). [PubMed]
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Rep. Prog. Phys.
- A. F. Fercher, W. Drexler, C. K. Hitzenberger, and T. Lasser, “Optical coherence tomography – principles and applications,” Rep. Prog. Phys.66(2), 239–303 (2003). [CrossRef]
Other
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- A. Pérez-Escudero, C. Dorronsoro, S. Marcos, “Correlation between radius and asphericity in surfaces fitted by conics,” J Opt Soc Am A Image Sci Vis 27, 1541–1548 (2010).
2011, Karnowski, Biomed. Opt. Express
- D. Borja, D. Siedlecki, A. de Castro, S. Uhlhorn, S. Ortiz, E. Arrieta, J.-M. Parel, S. Marcos, and F. Manns, “Distortions of the posterior surface in optical coherence tomography images of the isolated crystalline lens: effect of the lens index gradient,” Biomed. Opt. Express1(5), 1331–1340 (2010). [CrossRef] [PubMed]
- B. Potsaid, B. Baumann, D. Huang, S. Barry, A. E. Cable, J. S. Schuman, J. S. Duker, and J. G. Fujimoto, “Ultrahigh speed 1050nm swept source/Fourier domain OCT retinal and anterior segment imaging at 100,000 to 400,000 axial scans per second,” Opt. Express18(19), 20029–20048 (2010). [CrossRef] [PubMed]
- M. Ruggeri, O. Kocaoglu, S. Uhlhorn, D. Borja, R. Urs, T. H. Chou, V. Porciatti, J. M. Parel, and F. Manns, “Small animal ocular biometry using optical coherence tomography,” Proc. SPIE7550, 755016, 755016-6 (2010). [CrossRef]
- A. Pérez-Escudero, C. Dorronsoro, L. Sawides, L. Remón, J. Merayo-Lloves, and S. Marcos, “Minor influence of myopic laser in situ keratomileusis on the posterior corneal surface,” Invest. Ophthalmol. Vis. Sci.50(9), 4146–4154 (2009). [CrossRef] [PubMed]
- T. Nakagawa, N. Maeda, R. Kosaki, Y. Hori, T. Inoue, M. Saika, T. Mihashi, T. Fujikado, and Y. Tano, “Higher-order aberrations due to the posterior corneal surface in patients with keratoconus,” Invest. Ophthalmol. Vis. Sci.50(6), 2660–2665 (2009). [CrossRef] [PubMed]
- S. A. Read, M. J. Collins, D. R. Iskander, and B. A. Davis, “Corneal topography with Scheimpflug imaging and videokeratography: comparative study of normal eyes,” J. Cataract Refract. Surg.35(6), 1072–1081 (2009). [CrossRef] [PubMed]
- H. Shankar, D. Taranath, C. T. Santhirathelagan, and K. Pesudovs, “Repeatability of corneal first-surface wavefront aberrations measured with Pentacam corneal topography,” J. Cataract Refract. Surg.34(5), 727–734 (2008). [CrossRef] [PubMed]
- H. Shankar, D. Taranath, C. T. Santhirathelagan, and K. Pesudovs, “Anterior segment biometry with the Pentacam: comprehensive assessment of repeatability of automated measurements,” J. Cataract Refract. Surg.34(1), 103–113 (2008). [CrossRef] [PubMed]
- H. Y. Kim, D. L. Budenz, P. S. Lee, W. J. Feuer, and K. Barton, “Comparison of central corneal thickness using anterior segment optical coherence tomography vs ultrasound pachymetry,” Am. J. Ophthalmol.145(2), 228–232.e1 (2008). [CrossRef] [PubMed]
- Y. Li, D. M. Meisler, M. Tang, A. T. H. Lu, V. Thakrar, B. J. Reiser, and D. Huang, “Keratoconus diagnosis with optical coherence tomography pachymetry mapping,” Ophthalmology115(12), 2159–2166 (2008). [CrossRef] [PubMed]
- L. Plesea and A. G. Podoleanu, “Direct corneal elevation measurements using multiple delay en face optical coherence tomography,” J. Biomed. Opt.13(5), 054054 (2008). [CrossRef] [PubMed]
- T. Simpson and D. Fonn, “Optical coherence tomography of the anterior segment,” Ocul. Surf.6(3), 117–127 (2008). [PubMed]
- J. Dawczynski, E. Koenigsdoerffer, R. Augsten, and J. Strobel, “Anterior optical coherence tomography: a non-contact technique for anterior chamber evaluation,” Graefes Arch. Clin. Exp. Ophthalmol.245(3), 423–425 (2007). [CrossRef] [PubMed]
- R. Lavanya, L. Teo, D. S. Friedman, H. T. Aung, M. Baskaran, H. Gao, T. Alfred, S. K. Seah, K. Kashiwagi, P. J. Foster, and T. Aung, “Comparison of anterior chamber depth measurements using the IOLMaster, scanning peripheral anterior chamber depth analyser, and anterior segment optical coherence tomography,” Br. J. Ophthalmol.91(8), 1023–1026 (2007). [CrossRef] [PubMed]
- E. Y. Li, S. Mohamed, C. K. Leung, S. K. Rao, A. C. Cheng, C. Y. Cheung, and D. S. Lam, “Agreement among 3 methods to measure corneal thickness: ultrasound pachymetry, Orbscan II, and Visante anterior segment optical coherence tomography,” Ophthalmology114(10), 1842–1847.e2 (2007). [CrossRef] [PubMed]
- M. C. Dunne, L. N. Davies, and J. S. Wolffsohn, “Accuracy of cornea and lens biometry using anterior segment optical coherence tomography,” J. Biomed. Opt.12(6), 064023 (2007). [CrossRef] [PubMed]
- A. M. Zysk, F. T. Nguyen, A. L. Oldenburg, D. L. Marks, and S. A. Boppart, “Optical coherence tomography: a review of clinical development from bench to bedside,” J. Biomed. Opt.12(5), 051403 (2007). [CrossRef] [PubMed]
- D. Chen and A. K. C. Lam, “Intrasession and intersession repeatability of the Pentacam system on posterior corneal assessment in the normal human eye,” J. Cataract Refract. Surg.33(3), 448–454 (2007). [CrossRef] [PubMed]
- P. Targowski, T. Bajraszewski, I. Gorczynska, M. Gora, A. Szkulmowska, M. Szkulmowski, M. Wojtkowski, J. J. Kaluzny, B. J. Kaluzny, and A. Kowalczyk, “Spectral optical coherence tomography for nondestructive examinations,” Opt. Appl.36, 609–619 (2006).
- M. Tang, Y. Li, M. Avila, and D. Huang, “Measuring total corneal power before and after laser in situ keratomileusis with high-speed optical coherence tomography,” J. Cataract Refract. Surg.32(11), 1843–1850 (2006). [CrossRef] [PubMed]
- R. A. Costa, M. Skaf, L. A. Melo, D. Calucci, J. A. Cardillo, J. C. Castro, D. Huang, and M. Wojtkowski, “Retinal assessment using optical coherence tomography,” Prog. Retin. Eye Res.25(3), 325–353 (2006). [CrossRef] [PubMed]
- J. Xie, S. Huang, Z. Duan, Y. Shi, and S. Wen, “Correction of the image distortion for laser galvanometric scanning system,” Opt. Laser Technol.37(4), 305–311 (2005). [CrossRef]
- G. J. Jaffe and J. Caprioli, “Optical coherence tomography to detect and manage retinal disease and glaucoma,” Am. J. Ophthalmol.137(1), 156–169 (2004). [CrossRef] [PubMed]
- M. Zhu, M. J. Collins, and D. Robert Iskander, “Microfluctuations of wavefront aberrations of the eye,” Ophthalmic Physiol. Opt.24(6), 562–571 (2004). [CrossRef] [PubMed]
- A. F. Fercher, W. Drexler, C. K. Hitzenberger, and T. Lasser, “Optical coherence tomography – principles and applications,” Rep. Prog. Phys.66(2), 239–303 (2003). [CrossRef]
- S. Muscat, N. McKay, S. Parks, E. Kemp, and D. Keating, “Repeatability and reproducibility of corneal thickness measurements by optical coherence tomography,” Invest. Ophthalmol. Vis. Sci.43(6), 1791–1795 (2002). [PubMed]
- S. Barbero, S. Marcos, J. Merayo-Lloves, and E. Moreno-Barriuso, “Validation of the estimation of corneal aberrations from videokeratography in keratoconus,” J. Refract. Surg.18(3), 263–270 (2002). [PubMed]
- P. Cho, A. K. C. Lam, J. Mountford, and L. Ng, “The performance of four different corneal topographers on normal human corneas and its impact on ortokeratology lens fitting,” Optom. Vis. Sci.79(3), 175–183 (2002). [CrossRef]
- S. Radhakrishnan, A. M. Rollins, J. E. Roth, S. Yazdanfar, V. Westphal, D. S. Bardenstein, and J. A. Izatt, “Real-time optical coherence tomography of the anterior segment at 1310 nm,” Arch. Ophthalmol.119(8), 1179–1185 (2001). [PubMed]
- W. Tang, M. J. Collins, L. Carney, and B. Davis, “The accuracy and precision performance of four videokeratoscopes in measuring test surfaces,” Optom. Vis. Sci.77(9), 483–491 (2000). [CrossRef] [PubMed]
- C. Roberts, “Corneal topography: a review of terms and concepts,” J. Cataract Refract. Surg.22(5), 624–629 (1996). [PubMed]
- G. O. Waring, “Making sense of keratospeak II: Proposed conventional terminology for corneal topography,” Refract. Corneal Surg.5(6), 362–367 (1989). [PubMed]
- S. D. Klyce and S. E. Wilson, “Methods of analysis of corneal topography,” Refract. Corneal Surg.5(6), 368–371 (1989). [PubMed]
- J. M. Bland and D. G. Altman, “Statistical methods for assessing agreement between two methods of clinical measurement,” Lancet327(8476), 307–310 (1986). [CrossRef] [PubMed]
- D. A. Benedetto, T. E. Clinch, and P. R. Laibson, “In vivo observation of tear dynamics using fluorophotometry,” Arch. Ophthalmol.102(3), 410–412 (1984). [PubMed]
- N. Otsu, “A threshold selection method from gray-level histogram,” IEEE Trans. Syst. Man Cybern.66, 9–62 (1979).
- R. W. Ditchburn and B. L. Ginsborg, “Involuntary eye movements during fixation,” J. Physiol.119(1), 1–17 (1953). [PubMed]
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- Dual Source Microscope for the Inspection of Micro-Optics
- Full-color two-dimensional optical coherence tomography
- Image analysis and quantification in anterior segment OCT: techniques and applications
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