System of polarization mapping and intellectual analysis of Mueller matrix invariants of biological layers in the assessment of pathologies

Наталія Іванівна Заболотна, Vladyslava V. Sholota, Sholpan Rustemovna Zhumagulova, Róża Dzierżak, Orken J. Mamyrbayev, Gulzat Z. Ziyatbekova, Dinara Kassymova

2023

Closed access Metadata (CSL-JSON)

DOI 10.1117/12.3023049

Data confidence 85 high

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Abstract

This article illustrates the method and system of polarization mapping of two-dimensional length distributions of individual Mueller-matrix images of biological layers, which are azimuthally independent with respect to the direction of their laser irradiation. The intellectual analysis of the named distributions involves the determination of their informative features as statistical and correlation moments of the 1st to 4th order, according to which their further classification is implemented on the basis of binomial logistic regression. The improved system with expanded functionality allowed to obtain an assessment of the reliability of the diagnosis of the pathology of the cervix at the level of 90% to 97.8%.