title: ÐÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÑ ÑÐ¾ÑÑÐ´Ð¾Ð² Ð³Ð»Ð°Ð·Ð° Ð¿Ð¾ ÑÐ½Ð¸Ð¼ÐºÐ°Ð¼ ÑÐµÐ»ÐµÐ²Ð¾Ð¹ Ð¾ÑÑÐ°Ð»ÑÐ¼Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð»Ð°Ð¼Ð¿Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Classification of blood vessels of an eye on images from ophthalmic slit lamp
Creators: name: ÐÐ¾Ð³Ð¸Ð½Ð¾Ð², ÐÐ²Ð°Ð½
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: 2023
Subjects: ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÐÐ±ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹
Ð·Ð°Ð´Ð°ÑÐ° ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸
ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÐµ ÑÐ¾ÑÑÐ´Ñ Ð³Ð»Ð°Ð·Ð°
ÑÐµÐ»ÐµÐ²Ð°Ñ Ð¾ÑÑÐ°Ð»ÑÐ¼Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ°Ñ Ð»Ð°Ð¼Ð¿Ð°
classification
eye blood vessels
ophthalmic slit lamp

description: Ð¦ÐµÐ»ÑÑ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð±ÑÐ´ÐµÑ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÑÐ¸ÑÐ¾Ð²Ð°ÑÑ ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÐµ ÑÐ¾ÑÑÐ´Ñ Ð½Ð° ÑÐ½Ð¸Ð¼ÐºÐ°Ñ Ð² Ð´Ð²Ðµ ÐºÐ°ÑÐµÐ³Ð¾ÑÐ¸Ð¸: Ð±Ð¾Ð»ÑÑÐ¸Ðµ Ð¸ Ð¼Ð°Ð»ÑÐµ. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ Ð¸ÑÑÐ¾Ð´Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð½Ð°Ð±Ð¾Ñ ÑÐ½Ð¸Ð¼ÐºÐ¾Ð² ÑÐµÐ»Ð¾Ð²ÐµÑÐµÑÐºÐ¾Ð³Ð¾ Ð³Ð»Ð°Ð·Ð°, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐµÐ»ÐµÐ²Ð¾Ð¹ Ð¾ÑÑÐ°Ð»ÑÐ¼Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð»Ð°Ð¼Ð¿Ñ, Ð½Ð° ÐºÐ¾ÑÐ¾ÑÑÑ ÑÑÑÐºÐ¾ ÑÐ°Ð·Ð»Ð¸ÑÐ¸Ð¼Ñ ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÐµ ÑÐ¾ÑÑÐ´Ñ. ÐÐ°Ð´Ð°ÑÐ¸, ÑÐµÑÐ°ÐµÐ¼ÑÐµ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. Ð¡Ð±Ð¾Ñ Ð¸ Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ° Ð½Ð°Ð±Ð¾ÑÐ° Ð´Ð°Ð½Ð½ÑÑ, ÑÐ¾Ð´ÐµÑÐ¶Ð°ÑÐµÐ³Ð¾ ÑÐ½Ð¸Ð¼ÐºÐ¸ Ð³Ð»Ð°Ð·Ð° Ñ ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÐ¼Ð¸ ÑÐ¾ÑÑÐ´Ð°Ð¼Ð¸, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐµÐ»ÐµÐ²Ð¾Ð¹ Ð¾ÑÑÐ°Ð»ÑÐ¼Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð»Ð°Ð¼Ð¿Ñ. 2. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¸Ð·Ð¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ð¹, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð¿Ð¾Ð¼Ð¾Ð³ÑÑ Ð²ÑÐ´ÐµÐ»Ð¸ÑÑ ÐºÐ°Ð¿Ð¸Ð»Ð»ÑÑÐ½ÑÐµ ÑÐ¾ÑÑÐ´Ñ Ð½Ð° ÑÐ½Ð¸Ð¼ÐºÐ°Ñ Ð¸ Ð¸Ð·Ð²Ð»ÐµÑÑ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¸, Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼ÑÐµ Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸. 3. Ð¡Ð¸ÑÑÐµÐ¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ Ð¸ Ð¿Ð¾Ð´ÑÐ¾Ð±Ð½Ð¾Ðµ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ðµ Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¾Ð², Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼ÑÐµ Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸. 4. ÐÑÐ±Ð¾Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð½Ð° Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²Ð»ÐµÐ½Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. 5. ÐÑÐµÐ½ÐºÐ° ÐºÐ°ÑÐµÑÑÐ²Ð° ÑÐ°Ð±Ð¾ÑÑ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð½Ð° Ð¾ÑÐ»Ð¾Ð¶ÐµÐ½Ð½Ð¾Ð¹ Ð²ÑÐ±Ð¾ÑÐºÐµ, Ð° ÑÐ°ÐºÐ¶Ðµ ÐµÐµ Ð½Ð°ÑÑÑÐ¾Ð¹ÐºÐ° Ð¸ ÑÐ»ÑÑÑÐµÐ½Ð¸Ðµ. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð±ÑÐ» ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼, Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑÐ¸Ð¹ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°ÑÑ Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÑÐ¸ÑÐ¾Ð²Ð°ÑÑ ÑÐ¾ÑÑÐ´Ñ Ð³Ð»Ð°Ð·Ð° Ð¿Ð¾ ÑÐ½Ð¸Ð¼ÐºÐ°Ð¼ ÑÐµÐ»ÐµÐ²Ð¾Ð¹ Ð¾ÑÑÐ°Ð»ÑÐ¼Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¾Ð¹ Ð»Ð°Ð¼Ð¿Ñ.
description: The purpose of the study is to build a machine learning model that will classify blood vessels in images into two categories: large and small. The source data for the study is a set of images of human eye with clearly visible blood vessels obtained with ophthalmic slit lamp. The research set the following goals: 1. Collection and preparation of a dataset containing images of an eye with capillary vessels obtained with ophthalmic slit lamp. 2. Development of image processing methods that will help to highlight blood vessels in the images and extract features necessary for classification. 3. Systematization and detailed description of features necessary for classification. 4. Selection of a machine learning algorithm and training the model on prepared data. 5. Evaluation of the models performance on a selected dataset, as well as its tuning and improvement. As a result of the research, an algorithm that allows the recognition and classification of eye vessels based on images obtained with ophthalmic slit lamp was developed.