Advanced Biomedical Image Processing: Course Outline (BM-538)
Reference books
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ISBN:978-0-511-53343-3
Published by Cambridge University Press
Publication date: 2009 -
ISBN: 0–8247-4803–4
Published by Library of Congress
Publication date: 2004
Related Books
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Digital image processing PIKS scientific inside by
Call Number: 621.36719 PRAISBN: 9788126526840Publication Date: 2007
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ISBN: 8179924122 (hb)
Published by Jaico Publishing House
Publication date: 2005
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Fundamentals of digital image processing by
Call Number: 621.367 ANNISBN: 8177584790.Publication Date: 2007
Course Contents
Introduction, Digital Image, pixel, Digital Image Processing and its applications, medical images, Digital Image Fundamentals, Sampling and quantization, Aliasing and moiré patterns, bits per pixel & shades, spatial resolution & image size, Zooming & shrinking images, Introduction to MATLAB and image processing toolbox, Relationship between pixels, Neighbors of a pixel, Adjacency, connectivity, region & boundaries, distance measures, Introduction to brightness and contrast, Basic Gray Level transformations, Image Negative, Log transform, Gamma correction, Piecewise linear transformations, Contrast stretching and thresholding, Intensity-level slicing, Bitplane slicing, Histogram Processing, Introduction to image Histogram , Histogram sliding, Histogram stretching, Histogram equalization, Enhancement using arithmetic/logic operations, Spatial Filtering: Introduction to noise and its types, smoothing spatial filters (Mean and Median filters), sharpening spatial filters (Laplace and Sobel), un-sharp masking and high-boost filtering, Combining Spatial Enhancement methods, Frequency Domain Filtering: Review of Fourier transform and convolution theorem, 2D-FT, FT and frequency components of an image, introduction to Lowpass and highpass filtering, Lowpass and Highpass Filters: Ideal filters, Butterworth filters, Gaussian filters. Filters comparison, Unsharp Masking, High-Boost Filtering, Morphological Image Processing, Dilation and erosion, Opening and closing, Hit or miss transformation, Basic morphological algorithms, Extension to grayscale images, Image Segmentation: What is segmentation, Detection of discontinuities, Edge linking and boundary detection, Segmentation by thresholding, Region based segmentation, Segmentation by morphological watershed, Introduction to object recognition, classification and image compression, Advance topics in Image Processing
E-Books (Full Text)
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Published by Wiley
Publication date: 2011 -
Published by Elsevier Science
Publication date: 2008 -
Published by Wiley
Publication date: 2012 -
Published by John Wiley & Sons, Incorporated
Publication date: 2014