المستودع الرقمى

//uquui/

تقرير الوحدة

تقرير المجموعة

 2020

 A METHOD OF SKIN DISEASE DETECTION USING IMAGE PROCESSING

 العنزي، نوال سليمان الخليفي


//uquui/handle/20.500.12248/116118
0 التحميل
1220 المشاهدات

A METHOD OF SKIN DISEASE DETECTION USING IMAGE PROCESSING

عناوين أخرى : طريقة لاكتشاف الأمراض الجلدية عن طريق معالجة الصور
رقم الطلب : 23543
الناشر :جامعة أم القرى
مكان النشر : مكة المكرمة
تاريخ النشر : 2020 - 1441 هـ
الوصف : 105 ورقة.
نوع الوعاء : ماجستير
الموضوعات : Skin diseases ؛
اللغة : انجليزي
المصدر : مكتبة الملك عبدالله بن عبدالعزيز الجامعية
يظهر في المجموعات : الرسائل العلمية المحدثة

Skin diseases are more common than other diseases. Skin diseases may be caused by a fungal infection, bacteria, allergy, viruses etc. The advancement of lasers and photonics-based medical technology has made it possible to diagnose skin diseases much more quickly and accurately. However, the cost of such a diagnosis is very expensive. So, image processing techniques have a role in the diagnosis of skin diseases via an automatic diagnosis system for dermatology at an initial stage. The extraction of features has a major role in the classification of skin diseases. Computer vision has a role in the detection of skin diseases in a variety of techniques. Owing to deserts and hot weather, skin diseases are very common in Saudi Arabia. This study contributes to the research on skin disease detection. We have proposed an image processing-based method to detect skin diseases. This method takes the digital image of disease effect skin area, and uses image analysis to identify the type of disease. Our proposed approach is simple and fast. Most importantly, it does not require expensive equipment other than a camera and a computer. The approach works on the inputs of a color image. The system resizes the input image to extract features using a pre-trained convolutional neural network. After that it classifies feature using multiclass SVM. Finally, the system displays the name of the disease to the user with some tips for the treatment of skin disease. The system detects three different types of skin diseases, namely eczema, psoriasis, and melanoma with a 99% accuracy rate.

العنوان: A METHOD OF SKIN DISEASE DETECTION USING IMAGE PROCESSING
عناوين أخرى: طريقة لاكتشاف الأمراض الجلدية عن طريق معالجة الصور
المؤلفون: خان، مرتضي علي
العنزي، نوال سليمان الخليفي
الموضوعات :: Skin diseases
تاريخ النشر :: 2020
الناشر :: جامعة أم القرى
الملخص: Skin diseases are more common than other diseases. Skin diseases may be caused by a fungal infection, bacteria, allergy, viruses etc. The advancement of lasers and photonics-based medical technology has made it possible to diagnose skin diseases much more quickly and accurately. However, the cost of such a diagnosis is very expensive. So, image processing techniques have a role in the diagnosis of skin diseases via an automatic diagnosis system for dermatology at an initial stage. The extraction of features has a major role in the classification of skin diseases. Computer vision has a role in the detection of skin diseases in a variety of techniques. Owing to deserts and hot weather, skin diseases are very common in Saudi Arabia. This study contributes to the research on skin disease detection. We have proposed an image processing-based method to detect skin diseases. This method takes the digital image of disease effect skin area, and uses image analysis to identify the type of disease. Our proposed approach is simple and fast. Most importantly, it does not require expensive equipment other than a camera and a computer. The approach works on the inputs of a color image. The system resizes the input image to extract features using a pre-trained convolutional neural network. After that it classifies feature using multiclass SVM. Finally, the system displays the name of the disease to the user with some tips for the treatment of skin disease. The system detects three different types of skin diseases, namely eczema, psoriasis, and melanoma with a 99% accuracy rate.
الوصف :: 105 ورقة.
الرابط: https://dorar.uqu.edu.sa/uquui/handle/20.500.12248/116118
يظهر في المجموعات :الرسائل العلمية المحدثة

الملفات في هذا العنصر:
ملف الوصف الحجمالتنسيق 
23543.pdf
"   الوصول المحدود"
الرسالة الكاملة2.97 MBAdobe PDFعرض/ فتح
طلب نسخة
absa23543.pdf
"   الوصول المحدود"
ملخص الرسالة بالعربي151.48 kBAdobe PDFعرض/ فتح
طلب نسخة
abse23543.pdf
"   الوصول المحدود"
ملخص الرسالة بالإنجليزي31.3 kBAdobe PDFعرض/ فتح
طلب نسخة
cont23543.pdf
"   الوصول المحدود"
فهرس الموضوعات157.17 kBAdobe PDFعرض/ فتح
طلب نسخة
indu23543.pdf
"   الوصول المحدود"
المقدمة274.64 kBAdobe PDFعرض/ فتح
طلب نسخة
title23543.pdf
"   الوصول المحدود"
غلاف28.16 kBAdobe PDFعرض/ فتح
طلب نسخة
اضف إلى مراجعى الاستشهاد المرجعي طلب رقمنة مادة

تعليقات (0)



جميع الأوعية على المكتبة الرقمية محمية بموجب حقوق النشر، ما لم يذكر خلاف ذلك