Investigation of algorithms for coagulate arrangement in fundus images

Abstract

Diabetic retinopathy is one of the most frequent complications of diabetes, which leads to severe consequences, including rapid and irreversible vision loss. The laser coagulation procedure to treat diabetic retinopathy consists in applying a series of microburns to the fundus to deal with macular edema. The existing hardware/software packages are primarily based on the use of a predetermined pattern for coagulate arrangement. However, due to the complex form of edema and vascular system, this approach leads to an uneven arrangement. To solve the problem, we propose a new approach based on the application of sphere packing algorithms (circle packing in two-dimensional images) in the specified area of interest. Since one of the main requirements for the laser coagulation procedure is that it should have the minimum duration, a problem of the computational complexity of the developed algorithms arises. This requirement is completely ignored by the existing approaches, therefore the development of new high-performance coagulate arrangement algorithms is highly relevant. In the paper, we propose seven new algorithms for coagulate arrangement and provide a detailed analysis of key characteristics of the algorithms. The characteristics considered have made it possible to extract information relating to the algorithm properties. Regularity is determined by the median, asymmetry and the kurtosis; determinism is determined by the variance and the mean.

Information Technology of Laser Coagulation Strategy Selection in Diabetic Retinopathy Treatment

“…To generate an initial population, we will use the algorithm of formation of coagulation plan "Random map," presented in the work [9]. The main diagram of the technology is shown in figure 2.…”

Technology of intellectual feature selection for a system of automatic formation of a coagulate plan on retina

“…В выделенную область интереса расставляются коагуляты одним из предложенных алгоритмов. В работах [29,30] были предложены 7 алгоритмов расстановки коагулятов в заданную область интереса, различающихся формируемыми картами коагулятов: квадратная, гексагональная, волновая, упорядочен-ная, граничная, адаптивно граничная, случайная. Квадратная карта является близким аналогом заполнения области интереса коагулятами на основе квадратных паттернов.…”

“…Адаптивно-граничная карта обладает высокой вычислительной сложностью. Самой низкой вычислительной сложностью обладает упорядоченная карта [29,30]. Программная система будет позволять в интерактивном режиме выбирать нужный алгоритм расстановки коагулятов из предложенных 7.…”

Double stochastic wave models of multidimensional random fields

“…To date, there is an extensive literature on image models (or RF models), for example, [1][2][3][4][5][6]. Much attention is paid to the modeling and processing of medical images for example, [7][8][9][10][11]. However, the vast majority of works consider twodimensional flat RF, less often their sequence.…”