SyntEyes: A Higher-Order Statistical Eye Model for Healthy Eyes

被引:26
|
作者
Rozema, Jos J. [1 ,2 ]
Rodriguez, Pablo [3 ,4 ]
Navarro, Rafael [3 ,4 ]
Tassignon, Marie-Jose [1 ,2 ]
机构
[1] Univ Antwerp Hosp, Dept Ophthalmol, Wilrijkstr 10, B-2650 Edegem, Belgium
[2] Univ Antwerp, Dept Med & Hlth Sci, Antwerp, Belgium
[3] CSIC, Inst Ciencia Mat Aragon, Zaragoza, Spain
[4] Univ Zaragoza, Fac Ciencias, E-50009 Zaragoza, Spain
关键词
statistical eye model; ocular biometry; SCHEMATIC EYE; OPTICAL ABERRATIONS; CRYSTALLINE LENS; CORNEAL; ACCOMMODATION; IMPLANTATION; MISALIGNMENT; OUTCOMES; QUALITY; IMAGE;
D O I
10.1167/iovs.15-18067
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
PURPOSE. Stochastic eye models are a method to generate random biometry data with the variability found in the general population for use in optical calculations. This work improves the accuracy of a previous model by including the higher-order shape parameters of the cornea. METHODS. The right eye biometry of 312 subjects (40.8 +/- 11.0 years of age) were measured with an autorefractometer, a Scheimpflug camera, an optical biometer, and a ray tracing aberrometer. The corneal shape parameters, exported as Zernike coefficients, were converted to eigenvectors for dimensional reduction. The remaining 18 parameters were modeled as a sum of two multivariate Gaussians, from which an unlimited number of synthetic data sets (SyntEyes) were generated. After conversion back to Zernike coefficients, the data were introduced into ray tracing software. RESULTS. The mean values of nearly all SyntEyes parameters were statistically equal to those of the original data (two one-sided t-test, P > 0.05/109, Bonferroni correction). The variability of the SyntEyes parameters was similar to the original data for most important shape parameters and intraocular distances (F-test, P < 0.05/109), but significantly lower for the higher-order shape parameters (F-test, P > 0.05/109). The same was seen for the correlations between higher-order shape parameters. After applying simulated cataract or refractive surgery to the SyntEyes model, a very close resemblance to previously published clinical outcome data was seen. CONCLUSIONS. The SyntEyes model produces synthetic biometry that closely resembles clinically measured data, including the normal biological variations in the general population.
引用
收藏
页码:683 / 691
页数:9
相关论文
共 50 条
  • [41] HIGHER-ORDER DOMINANCE IN THE STANDARD MODEL
    HOU, WS
    STUART, RG
    PHYSICS LETTERS B, 1990, 242 (3-4) : 467 - 473
  • [42] Model Checking Higher-Order Programs
    Kobayashi, Naoki
    JOURNAL OF THE ACM, 2013, 60 (03)
  • [43] MODEL FOR HIGHER-ORDER WEAK INTERACTIONS
    LI, LF
    SEGRE, G
    PHYSICAL REVIEW, 1969, 186 (05): : 1477 - &
  • [44] A higher-order beam model for tubes
    Zhang, Pu
    Fu, Yiming
    EUROPEAN JOURNAL OF MECHANICS A-SOLIDS, 2013, 38 : 12 - 19
  • [45] THE SKYRME MODEL AND HIGHER-ORDER TERMS
    MARLEAU, L
    PHYSICS LETTERS B, 1990, 235 (1-2) : 141 - 146
  • [46] On the Use of Higher-Order Model Transformations
    Tisi, Massimo
    Jouault, Frederic
    Fraternali, Piero
    Ceri, Stefano
    Bezivin, Jean
    MODEL DRIVEN ARCHITECTURE - FOUNDATIONS AND APPLICATIONS, PROCEEDINGS, 2009, 5562 : 18 - +
  • [47] Higher-Order Model Checking: An Overview
    Ong, Luke
    2015 30TH ANNUAL ACM/IEEE SYMPOSIUM ON LOGIC IN COMPUTER SCIENCE (LICS), 2015, : 1 - 15
  • [48] Generalized higher-order Snyder model
    Chung, Won Sang
    MODERN PHYSICS LETTERS A, 2017, 32 (19)
  • [49] Higher-order vibration of thick composite and sandwich plates based on an alternative higher-order model
    Jinghui DENG
    Tangzhen WU
    Zhen WU
    Zhengliang LIU
    Xiaohui REN
    Chinese Journal of Aeronautics, 2023, 36 (03) : 406 - 420
  • [50] Higher-order vibration of thick composite and sandwich plates based on an alternative higher-order model
    Jinghui DENG
    Tangzhen WU
    Zhen WU
    Zhengliang LIU
    Xiaohui REN
    Chinese Journal of Aeronautics , 2023, (03) : 406 - 420