Oil paintings authentication using digital image processing
Other Title(s)
التحقق من أصالة اللوحات الزيتية باستعمال معالجة الصور الرقمية
Dissertant
al-Badarinah, Isra Abd Allah Muhammad
Thesis advisor
Comitee Members
Khasawinah, Baha A.
al-Qarallah, Isam Ata Allah Y.
al-Uqayli, Ibrahim Zaki
University
Princess Sumaya University for Technology
Faculty
King Hussein Faculty for Computing Sciences
Department
Department of Computer Sciences
University Country
Jordan
Degree
Master
Degree Date
2016
English Abstract
After the amount of the available artwork in digital form is being increased, the need of finding simple and costless way to authenticate paintings is being more important.
The process of artworks authentication is done using different analysis ways; manually by experts or automatically by computer processing.
In this thesis, oil paintings authentication system using digital image processing techniques and algorithms was proposed.
Features were extracted from color, texture, and thermal pattern.
Machine learning methods were used to classify the tested painting on original or forgery, based on rules from the mentioned extracted features.
Five different tests and two datasets were used to evaluate the proposed system.
The first dataset was used on previous work, and the second was built on this research.
Color and texture features were extracted from both datasets, the second dataset was thermally digitized using thermal camera to study the effect of thermal features analysis on authentication system.
Four classifiers were used to study the effect of classification method on the accuracy of the authentication results.
Results show an improvement on the classification accuracy using the proposed system compared with previous works.
The results of thermal features on authentication job give a guidance to work more on thermal paintings analysis.
Main Subjects
Information Technology and Computer Science
No. of Pages
80
Table of Contents
Table of contents.
Abstract.
Abstract in Arabic.
Chapter One : Introduction.
Chapter Two : Related work.
Chapter Three : Backgrounds.
Chapter Four : Authentication system overview.
Chapter Five : Experiments.
Chapter Six : Results and discussions.
Chapter Seven : Conclusion and future works.
References.
American Psychological Association (APA)
al-Badarinah, Isra Abd Allah Muhammad. (2016). Oil paintings authentication using digital image processing. (Master's theses Theses and Dissertations Master). Princess Sumaya University for Technology, Jordan
https://search.emarefa.net/detail/BIM-693633
Modern Language Association (MLA)
al-Badarinah, Isra Abd Allah Muhammad. Oil paintings authentication using digital image processing. (Master's theses Theses and Dissertations Master). Princess Sumaya University for Technology. (2016).
https://search.emarefa.net/detail/BIM-693633
American Medical Association (AMA)
al-Badarinah, Isra Abd Allah Muhammad. (2016). Oil paintings authentication using digital image processing. (Master's theses Theses and Dissertations Master). Princess Sumaya University for Technology, Jordan
https://search.emarefa.net/detail/BIM-693633
Language
English
Data Type
Arab Theses
Record ID
BIM-693633
