06CS762 - Digital Image Processing |
PART – A |
UNIT 1 |
DIGITIZED IMAGE AND ITS PROPERTIES: Basic concepts, Image
digitization, Digital image properties. |
UNIT 2 |
IMAGE PREPROCESSING: Image pre-processing: Brightness and
geometric transformations, local preprocessing. |
UNIT 3 |
SEGMENTATION – 1: Thresholding, Edge-based segmentation. |
UNIT 4 |
SEGMENTATION – 2: Region based segmentation, Matching. |
PART – B |
UNIT 5 |
IMAGE ENHANCEMENT: Image enhancement in the spatial domain:
Background, Some basic gray level transformations, Histogram processing,
Enhancement using arithmetic / logic operations, Basics of spatial filtering, Smoothing spatial filters, Sharpening spatial filters. Image enhancement in
the frequency domain: Background, Introduction to the Fourier transform
and the frequency domain, Smoothing Frequency-Domain filters, Sharpening
Frequency Domain filters, Homomorphic filtering. |
UNIT 6 |
IMAGE COMPRESSION: Image compression: Fundamentals, Image
compression models, Elements of information theory, Error-Free
Compression, Lossy compression. |
UNIT 7 |
SHAPE REPRESENTATION: Region identification, Contour-based shape
representation and description, Region based shape representation and
description, Shape classes. |
UNIT 8 |
MORPHOLOGY: Basic morphological concepts, Morphology principles,
Binary dilation and erosion, Gray-scale dilation and erosion, Morphological
segmentation and watersheds. |
REFERENCE |
TEXT BOOKS: |
1. Image Processing, Analysis and Machine Vision – Milan Sonka,
Vaclav Hlavac and Roger Boyle, 2nd Edition, Thomson Learning,
2001.
2. Digital Image Processing – Rafel C Gonzalez and Richard E
Woods, 2nd Edition, Pearson Education, 2003.
|
Reference Books |
1. Fundamentals of Digital Image Processing – Anil K Jain, Pearson
Education/Prentice-Hall of India Pvt. Ltd., 1997.
2. Digital Image Processing and Analysis – B.Chanda, D Dutta
Majumder, Prentice-Hall India, 2002. |
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