title: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð°Ð½Ð½Ð¾ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÑÐµÐ½Ð°ÑÐ¸ÐµÐ² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð² Ð±Ð¸Ð¾Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸ÐºÐµ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Automatic programming and annotation of image processing scenarios in bioinformatics
Creators: name: ÐÐµ ÐÑ ÐÐ¸Ð½Ñ
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: Ð´ÑÐ¾Ð·Ð¾ÑÐ¸Ð»Ð°
Ð³ÑÐ°ÑÑ
ÑÐ¸ÑÑÐµÐ¼Ð°
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹
drosophila
graphs
system
automatic
image processing

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ : Â«ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð°Ð½Ð½Ð¾ÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÑÐµÐ½Ð°ÑÐ¸ÐµÐ² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð² Ð±Ð¸Ð¾Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸ÐºÐµÂ». Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐµÐ¼Ðµ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ð° Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¿Ð¾Ð¼Ð¾Ð¶ÐµÑ Ð½Ð°Ð¼ Ð¾Ð±ÑÐ°Ð±Ð°ÑÑÐ²Ð°ÑÑ Ð·Ð°Ð´Ð°Ð½Ð½ÑÐµ Ð³ÑÐ°ÑÐ¸ÐºÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹. Ð­ÑÐ° ÑÐ¸ÑÑÐµÐ¼Ð° Ð´ÐµÐ»Ð°ÐµÑ Ð¿ÑÐ¾ÑÐµÑÑ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð½ÑÑÐ¸ÑÐ¸Ð²Ð½Ð¾ Ð¿Ð¾Ð½ÑÑÐ½ÑÐ¼ Ð¸ Ð²ÑÑÐ¾ÐºÐ¾ÑÐ¾ÑÐ½ÑÐ¼. ÐÐ»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð²ÑÑÑÐ¾ÐµÐ½Ñ Ð² Ð¼Ð¾Ð´ÑÐ»Ñ function.py Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ°ÐºÐ¸Ñ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ¾Ð², ÐºÐ°Ðº Prostak , OpenCv ,ÐÐ±Ð»Ð°ÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ : ÐÐ¾ Ð²ÑÐµÐ¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹, Ð½Ð¾ Ð¿ÑÐ¸Ð¾ÑÐ¸ÑÐµÑ Ð¾ÑÐ´Ð°ÐµÑÑÑ Ð±Ð¸Ð¾Ð»Ð¾Ð³Ð¸Ð¸ Ð¸ Ð¿ÑÐ¾ÑÐµÑÑÑ Ð±Ð¸Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹. ÐÐµÑÐ¾Ð´Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ - Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼, ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ, Ð°Ð½Ð°Ð»Ð¸Ð·, Ð¸ÑÐ¿ÑÑÐ°Ð½Ð¸Ðµ, ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ°Ð¿Ð¸ÑÐ°ÑÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ñ, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð±ÑÐ´ÐµÑ Ð¿Ð¾ Ð¸Ð¼ÐµÑÑÐµÐ¼ÑÑÑ Ð³ÑÐ°ÑÑ Ð³ÐµÐ½ÐµÑÐ¸ÑÐ¾Ð²Ð°ÑÑ ÐºÐ¾Ð´ Ð½Ð° Python, ÐºÐ¾ÑÐ¾ÑÑÐ¹ Ð¼Ð¾Ð¶Ð½Ð¾ Ð±ÑÐ´ÐµÑ ÑÐµÐ´Ð°ÐºÑÐ¸ÑÐ¾Ð²Ð°ÑÑ: Ð´Ð¾Ð±Ð°Ð²Ð»ÑÑÑ Ð¸Ð»Ð¸ Ð¸ÑÐºÐ»ÑÑÐ°ÑÑ Ð¾Ð¿ÐµÑÐ°ÑÐ¸Ð¸, Ð·Ð°Ð¼ÐµÐ½ÑÑÑ Ð¾Ð¿ÐµÑÐ°ÑÐ¸Ð¸, Ð¸ Ñ.Ð´. 2. ÐÐ¼ÐµÑÑÐµ Ñ ÐºÐ¾Ð´Ð¾Ð¼ Ð´Ð¾Ð»Ð¶Ð½Ð¾ ÑÐ¾Ð·Ð´Ð°Ð²Ð°ÑÑÑÑ ÑÐµÐºÑÑÐ¾Ð²Ð¾Ðµ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ðµ Ð¿ÑÐ¾ÑÐµÐ´ÑÑÑ, Ð² ÐºÐ¾ÑÐ¾ÑÐ¾Ð¼ Ð¾Ð¿Ð¸ÑÑÐ²Ð°ÑÑÑÑ Ð²ÑÐµ ÑÐ°Ð³Ð¸ Ð¸ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÐµ ÑÐ²Ð¾Ð¹ÑÑÐ²Ð° Ð¾Ð¿ÐµÑÐ°ÑÐ¸Ð¹. 3. ÐÐ· ÑÐ¾Ð·Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð½Ð°Ð¼Ð¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ñ Ð´Ð°Ð²Ð°Ð¹ÑÐµ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐ¸Ð¼ Ð¿ÑÐ¸Ð¼ÐµÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð¸ ÐºÐ¾Ð½ÐºÑÐµÑÐ½ÑÐµ Ð³ÐµÐ½Ð½ÑÐµ ÑÐºÑÐ¿ÑÐµÑÑÐ¸Ð¸. 4. ÐÑÐµÐ½Ð¸ÑÑ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹, Ð¸ ÑÐ´ÐµÐ»Ð°ÑÑ ÐºÐ¾Ð¼Ð¼ÐµÐ½ÑÐ°ÑÐ¸Ð¸ Ð¾ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÑÑ ÑÐ¸ÑÑÐµÐ¼Ñ. Ð¡Ð¸ÑÑÐµÐ¼Ð° ÑÐµÑÐ¸Ð»Ð° Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ñ Ð¿Ð¾ÑÐ»ÐµÐ´Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½Ð¾ÑÑÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹ Ð² Ð±Ð¸Ð¾Ð»Ð¾Ð³Ð¸Ð¸, Ð¾Ð´Ð½Ð°ÐºÐ¾ ÑÑÐ¾Ñ Ð¿ÑÐ¾ÑÐµÑÑ Ð¿ÑÐ¾Ð¸ÑÑÐ¾Ð´Ð¸Ñ Ð² Ð¾ÑÐ½Ð¾Ð²Ð½Ð¾Ð¼ Ñ Ð½ÐµÐ±Ð¾Ð»ÑÑÐ¸Ð¼ Ð½Ð°Ð±Ð¾ÑÐ¾Ð¼ Ð²ÑÐ¾Ð´Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÑ Ð¼Ð¾Ð¶ÐµÐ¼ Ð¿ÑÐ¾Ð´Ð¾Ð»Ð¶Ð°ÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ ÑÐ°Ð·Ð²Ð¸Ð²Ð°ÑÑ Ð¿ÑÐ¾ÐµÐºÑÑ ÑÐ°Ðº, ÑÑÐ¾Ð±Ñ Ð¾Ð½Ð¸ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð¸Ð»Ð¸ Ð´Ð»Ñ ÑÐµÐ°Ð»ÑÐ½Ð¾ÑÑÐ¸ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð½Ð°Ð±Ð¾ÑÐ¾Ð² Ð´Ð°Ð½Ð½ÑÑ.
description: Topic of the graduate qualification work : "Automatic programming and annotation of image processing scripts in bioinformatics". In this topic we developed a system of automatic image processing, which will help us to process given image processing scripts. This system makes the processing intuitive and highly accurate. The image processing algorithms are built into the function.py module using tools such as Prostak , OpenCv ,Scope: In the whole field of image processing, but priority is given to biology and biological research processResearch methods - Program development , testing , analysis , testing , comparisonTasks that were solved during the research: 1. To write a program that will generate code in Python based on the available graph, which can be edited: add or exclude operations, replace operations, etc. 2. Along with the code, a text description of the procedure should be created, which describes all the steps and the basic properties of the operations. 3. from the program we created, let's look at examples of research and specific gene expressions. 4. Evaluate the results obtained with the image processing system and make comments about the capabilities of the system. The system has solved the problem of sequential image processing in biology, but this process occurs mostly with a small set of input data. We can continue to research and develop the designs so that they fit the reality of large data sets.