Thesis Details

Algoritmické řešení stanovení věku osoby na základě 2D fotografie za využití umělé inteligence

Bachelor's Thesis Student: Bednář Pavel Academic Year: 2020/2021 Supervisor: Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D.
English title
Algorithmic Solution for Determining the Age of a Person Based on 2D Photography Using Artificial Intelligence
Language
Czech
Abstract

Automated person's age estimation from a facial image is one of the challenges in the field of artificial intelligence and machine learning. Age estimation is often a non-trivial complexity for a person, unlike other biological characteristics such as determining gender or race. Information about an individual's age is very important for certain situations. For example, when committing an offense or crime, the amount of the sentence is co-determined by age. This information can also be used in the analysis of customers of a commercial entity and the subsequent adjustment of the offer. The aim of this work is to be able to extract his age from a photograph of a human face. The algorithm consists of two modules. If the first module says that the person is under 14 years old, the image will go to the second module. Furthermore, another version of the algorithm is proposed with an added module focused on selected facial features. In all modules transformations are performed on the image and their results are averaged. Finally, the algorithm is evaluated on standard datasets for age estimation and compared with state-of-the-art methods in this area.

Keywords

deep learning, image processing, convolutional neural networks, age estimation, Python

Department
Degree Programme
Information Technology
Files
Status
defended, grade A
Date
14 June 2021
Reviewer
Committee
Čadík Martin, doc. Ing., Ph.D. (DCGM FIT BUT), předseda
Bařina David, Ing., Ph.D. (DCGM FIT BUT), člen
Burget Radek, doc. Ing., Ph.D. (DIFS FIT BUT), člen
Češka Milan, doc. RNDr., Ph.D. (DITS FIT BUT), člen
Jaroš Jiří, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Citation
BEDNÁŘ, Pavel. Algoritmické řešení stanovení věku osoby na základě 2D fotografie za využití umělé inteligence. Brno, 2021. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2021-06-14. Supervised by Drahanský Martin. Available from: https://www.fit.vut.cz/study/thesis/22612/
BibTeX
@bachelorsthesis{FITBT22612,
    author = "Pavel Bedn\'{a}\v{r}",
    type = "Bachelor's thesis",
    title = "Algoritmick\'{e} \v{r}e\v{s}en\'{i} stanoven\'{i} v\v{e}ku osoby na z\'{a}klad\v{e} 2D fotografie za vyu\v{z}it\'{i} um\v{e}l\'{e} inteligence",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2021,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/22612/"
}
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