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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.