Subject Details
Dept     : BIO
Sem      : 6
Regul    : R2019
Faculty : Dr Karthika A
phone  : NIL
E-mail  : Karthika.a.ece@snsct.org
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Syllabus

UNIT
1
DIGITAL IMAGE FUNDAMENTALS

Introduction – Origin – Steps in Digital Image Processing – Components – Elements of Visual Perception – Image Sensing and Acquisition – Image Sampling and Quantization – Relationships between pixels - color models MATLAB: Image sampling and quantization

UNIT
2
IMAGE ENHANCEMENT

Spatial Domain: Gray level transformations – Histogram processing – Basics of Spatial Filtering–Smoothing and Sharpening Spatial Filtering – Frequency Domain: Introduction to Fourier Transform – Smoothing and Sharpening frequency domain filters – Ideal, Butterworth and Gaussian filters MATLAB: Analysis of spatial and intensity resolution of images.

UNIT
3
IMAGE RESTORATION AND SEGMENTATION

Noise models – Mean Filters – Order Statistics – Adaptive filters – Band reject Filters – Band pass Filters – Notch Filters – Optimum Notch Filtering – Inverse Filtering – Wiener filtering Segmentation: Detection of Discontinuities–Edge Linking and Boundary detection – Region based segmentation- Morphological processing- erosion and dilation. MATLAB: Edge detection, line detection and point detection

UNIT
4
BIOMEDICAL IMAGES

Medical images obtained with ionizing radiation: Medical imaging modalities- Images from x-rays-Images from γ-rays-Medical images obtained with non-ionizing radiation: Ultrasound imaging- Magnetic resonance imaging- Picture archiving and communication systems (PACS) MATLAB: Medical Image Enhancement

UNIT
5
BIOMEDICAL APPLICATIONS

Computer-aided diagnosis in mammography - Tumor imaging and treatment – Angiography - Bone strength and osteoporosis – Tortuosity- Frontiers of image processing in medicine- Trends - Functional magnetic resonance imaging - Molecular imaging. MATLAB: Medical Image filtering

Reference Book:

REFERENCES 1. Anil Jain K. “Fundamentals of Digital Image Processing”, PHI Learning Pvt. Ltd., 2011. 2. Willliam K Pratt, “Digital Image Processing”, John Willey, 2002. 3. Malay K. Pakhira, “Digital Image Processing and Pattern Recognition”, First Edition, PHI Learning Pvt. Ltd., 2011. 4. Kenneth R. Castleman, “Digital Image Processing”, Pearson, 1st Edition, 2007. 5. Alan C. Bovik, “Handbook of image and video processing”, Elsevier Academic press, 2005

Text Book:

TEXT BOOKS 1. Rafael C. Gonzalez, Richard E. Woods, Steven L. Eddins, “Digital Image Processing Using MATLAB”, Third Edition Tata McGraw Hill Pvt. Ltd., 2011. 2. Geoff Doughert, “Digital Image Processing for Medical Applications”, First print, Cambridge University Press, New York, 2009 .

 

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