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Tear Film Maps based on the Lipid Interference Patterns

机译:基于脂质干涉图案的泪膜地图

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Dry eye syndrome is characterized by symptoms of discomfort, ocular surface damage, reduced tear film stability, and tear hyperosmolarity. These features can be identified by several types of diagnostic tests, although there may not be a direct correlation between the severity of symptoms and the degree of damage. One of the most used clinical tests is the analysis of the lipid interference patterns, which can be observed on the tear film, and their classification into the Guillon categories. Our previous researches have demonstrated that the interference patterns can be characterized as color texture patterns. Thus, the manual test done by experts can be performed through an automatic process which saves time for experts and provides unbiased results. Nevertheless, the heterogeneity of the tear film makes the classification of a patient's image into a single category impossible. For this reason, this paper presents a methodology to create tear film maps based on the lipid interference patterns. In this way, the output image represents the distribution and prevalence of the Guillon categories on the tear film. The adequacy of the proposed methodology was demonstrated since it achieves reliable results in comparison with the annotations done by experts.
机译:干眼综合征的特征是不适的症状,眼表面损伤,降低撕裂膜稳定性和撕裂性高摩托。这些特征可以通过几种类型的诊断测试来识别,尽管症状的严重程度与损坏程度之间可能没有直接相关性。其中一个最常用的临床测试是脂质干涉图案的分析,可以在撕裂膜上观察到,以及它们进入Guillon类别的分类。我们以前的研究表明,干涉图案可以被称为颜色纹理图案。因此,专家完成的手动测试可以通过自动过程进行,该过程节省了专家的时间并提供了不偏见的结果。然而,撕裂膜的异质性使患者的图像分类为不可能的单一类别。因此,本文提出了一种基于脂质干涉模式来创建撕膜地图的方法。以这种方式,输出图像代表撕裂膜上的GUILLON类别的分布和普及。拟议方法的充分性得到了证明,因为它与专家所做的注释相比,它得到了可靠的结果。

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