Sathyabama Institute of Science and Technology M.Tech - Medical Instrumentation SBMA5104 Advanced Medical Image Processing Syllabus

[KunwarR]

Sathyabama Institute of Science and Technology M.Tech - Medical Instrumentation SBMA5104 Advanced Medical Image Processing Syllabus

SATHYABAMA INSTITUTE OF SCIENCE AND TECHNOLOGY SCHOOL OF BIO AND CHEMICAL ENGINEERING

SBMA5104 ADVANCED MEDICAL IMAGE PROCESSING
L T P Credits Total Marks
3 0 0 3 100

UNIT 1 IMAGE FUNDAMENTALS AND PREPROCESSING 9 Hrs.
Image perception, MTF of the visual system, Image fidelity criteria, Image model, Image sampling and quantization – two
dimensional sampling theory, Image quantization, Image transforms–2D-DFT, Image enhancement – point operation,
Histogram modeling, spatial operations.

UNIT 2 BASICS OF MEDICAL IMAGE SOURCES 9 Hrs.
Medical images obtained with ionizing radiation: Medical imaging modalities, Images from x-rays, Images from γ-rays, Dose
and risk. Medical images obtained with non-ionizing radiation: Ultrasound imaging, Magnetic resonance imaging, Picture
archiving and communication systems (PACS).

UNIT 3 MEDICAL IMAGE ANALYSIS AND CLASSIFICATION 9 Hrs.
Image segmentation- pixel based, edge based, region based segmentation. Feature extraction and representation -
Statistical, Shape, Texture, Feature and image classification – Statistical, Rule based, Neural Network approaches

UNIT 4 IMAGE REPRESENTATION, RECONSTRUCTION, RECOGNITION 9 Hrs.
Representation – Chain Code – Polygonal approximation, signature, boundary segments – Boundarydescriptors–
Shapenumber–FourierDescriptor,moments-RegionalDescriptors–Topologicalfeature, Texture – Patterns and Pattern classes
– Projection geometry- Fourier Slice theorem- Back projection-Algebraic reconstruction , Recognition based on matching.

UNIT 5 MEDICAL APPLICATIONS OF IMAGING 9 Hrs.
Computer-aided diagnosis in mammography, Tumor imaging and treatment, Angiography, Bone strength and osteoporosis,
Tortuosity.
Max. 45 Hrs.

TEXT / REFERENCE BOOKS
1. Atam P. Dhawan, Medical Image Analysis, Wiley Interscience Publication, NJ, USA 2003.
2. Geoff Dougherty, Digital Image Processing for Medical Applications, Cambridge University Press, 2009.
3. R.C.Gonzalez and R.E.Woods, Digital Image Processing, 4th Edition, Pearson Education, 2018.
4. Anil.K.Jain, Fundamentals of Digital Image Processing, Pearson education, Indian Reprint 2017.
5. Malay K.Pakhira, Digital Image Processing and Pattern Recognition, 1st Edition, PHI Learning Pvt. Ltd., 2011.

END SEMESTER EXAMINATION QUESTION PAPER PATTERN
Max. Marks: 100 Exam Duration: 3 Hrs.
PART A: 5 Questions of 6 marks each - No choice 30 Marks
PART B: 2 Questions from each unit with internal choice, each carrying 14 marks 70 Marks