English

Dynamic accommodation measurement using Purkinje reflections and ML algorithms

Medical Physics 2023-04-12 v2 Machine Learning Quantitative Methods

Abstract

We developed a prototype device for dynamic gaze and accommodation measurements based on 4 Purkinje reflections (PR) suitable for use in AR and ophthalmology applications. PR1&2 and PR3&4 are used for accurate gaze and accommodation measurements, respectively. Our eye model was developed in ZEMAX and matches the experiments well. Our model predicts the accommodation from 4 diopters to 1 diopter with better than 0.25D accuracy. We performed repeatability tests and obtained accurate gaze and accommodation estimations from subjects. We are generating a large synthetic data set using physically accurate models and machine learning.

Cite

@article{arxiv.2304.01296,
  title  = {Dynamic accommodation measurement using Purkinje reflections and ML algorithms},
  author = {Faik Ozan Ozhan and Arda Gulersoy and Ugur Aygun and Afsun Sahin and Hakan Urey},
  journal= {arXiv preprint arXiv:2304.01296},
  year   = {2023}
}
R2 v1 2026-06-28T09:47:39.060Z