Oil paintings authentication using digital image processing

العناوين الأخرى

التحقق من أصالة اللوحات الزيتية باستعمال معالجة الصور الرقمية

مقدم أطروحة جامعية

al-Badarinah, Isra Abd Allah Muhammad

مشرف أطروحة جامعية

Ahmad, Ashraf

أعضاء اللجنة

Khasawinah, Baha A.
al-Qarallah, Isam Ata Allah Y.
al-Uqayli, Ibrahim Zaki

الجامعة

جامعة الأميرة سمية للتكنولوجيا

الكلية

كلية الملك الحسين لعلوم الحوسبة

القسم الأكاديمي

قسم علم الحاسوب

دولة الجامعة

الأردن

الدرجة العلمية

ماجستير

تاريخ الدرجة العلمية

2016

الملخص الإنجليزي

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.

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

عدد الصفحات

80

قائمة المحتويات

• APA
• MLA
• AMA

لغة النص

الإنجليزية

نوع البيانات

رسائل جامعية

رقم السجل

BIM-693633