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Advanced Topics in Medical Image
OVERVIEW
CEA CAPA Partner Institution: Universidad Carlos III de Madrid
Location: Madrid, Spain
Primary Subject Area: Biomedical Engineering
Instruction in: English
Course Code: 15562
Transcript Source: Partner Institution
Course Details: Level 400
Recommended Semester Credits: 3
Contact Hours: 42
Prerequisites: Signals and Systems, Medical Image processing
DESCRIPTION
1. Review of basic concepts in image processing
2. Information Systems in the Medical Environment: DICOM, RIS and PACS.
3. 3D and 4D image visualization. Software tools for medical image analysis.
4. Wavelets and multi-resolution processing.
5. Advanced Segmentation I: detecting lines and shapes with Hough transform and active contours.
6. Advanced Segmentation II:Adaptive filters.
7. Advanced Segmentation III: Morphological processing.
8. Image registration.
9. Image processing for feature extraction.
10. Dimensionality reduction and machine learning methods.
11. Beyond classical methods: deep learning and convolutional networks.
2. Information Systems in the Medical Environment: DICOM, RIS and PACS.
3. 3D and 4D image visualization. Software tools for medical image analysis.
4. Wavelets and multi-resolution processing.
5. Advanced Segmentation I: detecting lines and shapes with Hough transform and active contours.
6. Advanced Segmentation II:Adaptive filters.
7. Advanced Segmentation III: Morphological processing.
8. Image registration.
9. Image processing for feature extraction.
10. Dimensionality reduction and machine learning methods.
11. Beyond classical methods: deep learning and convolutional networks.
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