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كشف الانسجة غير الطبيعية في التصوير التنظيري عن طريق تقنيات معالجة الصور == Abnormal Tissues Detection in Endoscopic Imaging Using Image Processing Techniques
Author name:
صلاح مشعل رحيم
Supervisor name:
زياد محمد عبود
General topic:
Physics
Specific topic:
Physics
Degree:
Master
University:
Mustansiriyah University - Faculty Of Education
Language:
English
University location:
Baghdad
Key words:
- Endoscopic Imaging Modalities
- Types of Digital Images
- Medical Image Processing
- Image Quality Metrics (IQM)
- Objective Quality Metric
- Objective Quality Metrics Used in this Study
- Support Vector Machine
- Linear separation or linear SVMs
- Nonlinear separation or nonlinear SVMs
- Random Forest
- K-Nearest Neighbor’s Algorithm (KNN)
- Performance Evaluation Metrics
- Confusion Matrix
- Classification Measure from the confusion matrix
- Cropping of the video
- Video converted to frames
- Image resizing
- Features Extraction
- Machine Learning Technique
- General Classification
- Performance Metrics Results
- Results of SVM Model using Feature Extraction
- Results of RF Model using Feature Extraction
- Results of KNN Model using Feature Extraction
