Biomedical image processing
COURSE: Biomedical image processing
Code: ФЕИТ05024
ECTS points: 6 ЕКТС
Number of classes per week: 3+0+0+3
Lecturer: prof. d-r Lidija Ololoska - Gagoska
Subject of the course content:
Basic concepts of image processing: Image presentation in original and the transformation domain, Digitization, Visual perception, Noise and quality; Components of the imaging system
Modalities for biomedical imaging: Physics of X-ray theorem of projection sections, X-ray imaging and CAT-images, Physical and physiological principles of MRI and MR-imaging, physical and physiological principles of ultrasound and US-imaging
Fundamentals of morphological image processing: Introduction, Logical operations in digital images, Dilation and erosion, Opening and closing
Filtering, improvement and restoration: Modification of intensity; Processing with masks; Processing in the domain of spatial frequencies, Noise removal with wavelet
Movement: Introduction, Quantification of motion from image sequences; Application to dynamic biological phenomena measurement
Fundamentals of image compression: Introduction, Lossless compression, Compression with losses
Detection of edges and segmentation: Detection of edges, threshold-based segmentation, segmentation based on regions, Segmentation with morphological watershed; Application of movement in segmentation
Rigid and non-rigid registration: Introduction and transformations; metrics for coupling, Optimization and interpolation; Robustness
Literature:
- K. Najarian, R. Splinter: Biomoomтално процесирање на сигналински сигнали од микробиологија
- молекуларните итеракции, како и техники кои се користат за опишуedical Signal and Image Processing, CRC Press, 2006
- Rafael C. Gonzalez, Richard E. Woods: Digital Image Processing, Prentice Hall, 3rd ed., 2007
