| Course ID: | CSCI 4850/6850. 4 hours. |
| Course Title: | Biomedical Image Analysis |
Course
Description: | Introduction to the standard approaches to biomedical image
analysis, including basic concepts of biomedical imaging, basic
algorithms, principles of software systems, and their
applications. Biomedical image analysis software tools will be
used in hands-on projects. |
| Oasis Title: | Biomedical Image Analysis |
| Prerequisite: | CSCI 2720 or CSCI 2725 or permission of department |
Semester Course
Offered: | Not offered on a regular basis. |
| Grading System: | A-F (Traditional) |
|
| Course Objectives: | Students will have a clear understanding of basic biomedical
image analysis problems and approaches, as well as their
applications. Although this course is aimed at
graduate/undergraduate students in computer science,
graduate/undergraduate students in psychology, neuroscience,
cell biology, bioinformatics, and engineering could benefit
from this course, and are welcome to attend. |
| Topical Outline: | 1. Overview of the course.
2. Basics of biomedical imaging
3. Basic applications of biomedical imaging.
4. Overview of state-of-the-art biomedical image analysis.
5. Basic image analysis techniques for biomedical image
analysis.
6. Basics of pre-processing.
7. Basic medical object detection and segmentation
8. Basic medical image registration.
9. Basic shape analysis.
10. Longitudinal measurement.
11. Basics of diffusion tensor imaging and computing.
12. Basic algorithms for biological object segmentation,
tracking
and pattern classification.
13. Biomedical imaging informatics.
14. Software systems for biomedical image analysis.
15. Trends in biomedical image analysis. |