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