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titleType: Subtitle
title: Development of a method for segmentation of cellular structure in images of the developing eye of the Drosophila fly based on Cartesian genetic programming
Creators: name: ÐÐ°Ð½Ð¸Ð»Ð¾Ð², ÐÐ¸ÐºÐ¸ÑÐ°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2022
Subjects: ÑÐµÐ³Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ñ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ
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Ð¼ÑÑÐºÐ° Ð´ÑÐ¾Ð·Ð¾ÑÐ¸Ð»Ñ
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Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ðµ Ð²ÑÑÐ¾ÐºÐ¾ÑÑÐ¾Ð²Ð½ÐµÐ²ÑÑ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¾Ð² Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ
image segmentation
cartesian genetic programming
drosophila fly
the developing eye of the drosophila fly
detection of high-level image features

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description: The subject of the graduate qualification work is Â«Development of a method forÂ segmentation of cellular structure in images of the developing eye of the Drosophila flyÂ based on Cartesian genetic programmingÂ». This work is devoted to the development of an algorithm that allows segmentingÂ cells in images of the developing eye of the Drosophila fly. The results obtained are usedÂ by researchers to study the cellular structure of the eye of the Drosophila fly. The implemented algorithm consists of three parts: fitting a set of partial models toÂ the training dataset using Cartesian genetic programming, calculating linear regressionÂ coefficients for the images of interest, and finding boundaries using the algorithm fromÂ the ProStack software. The results of the work of the obtained algorithm on the test partÂ of the experimental data are presented.