Thesis Details

Klasifikace a rozpoznávání patologických nálezů v obrazech sítnice oka

Master's Thesis Student: Macek Ján Academic Year: 2015/2016 Supervisor: Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D.
English title
Classification and Recognition of Pathologic Foundings in Eye Retina Images
Language
Czech
Abstract

Diabetic retinopathy and age-related macular degeneration are two of the most common retinal diseases in these days, which can lead to partial or full loss of sight. Due to it, it is necessary to create new approaches enabling to detect these diseases and inform the patient about his condition in advance. The main objective of this work is to design and to implement an algorithm for retinal diseases classification based on images of the patient's retina of previously mentioned diseases. In the first part of this work, there is described in detail each stage of each disease and its the most frequent symptoms. In this thesis, there is also a chapter about fundus camera, which is a tool for image creation of human eye retina. In the second part of this thesis, there is proposed an approach for classification of diabetic retinopathy and age-related macular degeneration. There is also a chapter about algorithmic methods which can be used for image processing and object detection in image. The last part of this thesis contains the test results and their evaluation. Assessment of success of proposed and implemented methods is also part of this chapter.

Keywords

human retina, age-related macular degeneration, diabetic retinopathy, pathological foundings, fundus camera, image processing, OpenCV library

Department
Degree Programme
Files
Status
defended, grade A
Date
21 June 2016
Reviewer
Committee
Zbořil František V., doc. Ing., CSc. (DITS FIT BUT), předseda
Bidlo Michal, Ing., Ph.D. (DCSY FIT BUT), člen
Hrubý Martin, Ing., Ph.D. (DITS FIT BUT), člen
Matoušek Radomil, doc. Ing., Ph.D. (IACS FME BUT), člen
Rychlý Marek, RNDr., Ph.D. (DIFS FIT BUT), člen
Sekanina Lukáš, prof. Ing., Ph.D. (DCSY FIT BUT), člen
Citation
MACEK, Ján. Klasifikace a rozpoznávání patologických nálezů v obrazech sítnice oka. Brno, 2016. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2016-06-21. Supervised by Drahanský Martin. Available from: https://www.fit.vut.cz/study/thesis/18409/
BibTeX
@mastersthesis{FITMT18409,
    author = "J\'{a}n Macek",
    type = "Master's thesis",
    title = "Klasifikace a rozpozn\'{a}v\'{a}n\'{i} patologick\'{y}ch n\'{a}lez\r{u} v obrazech s\'{i}tnice oka",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2016,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/18409/"
}
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