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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.
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