K.
K. BISWAS
CT73 DIGITAL IMAGE
PROCESSING
1. Introduction 3 Hours
1.1. What is digital
image processing?
1.2. Applications – X-ray imaging, in visible band
1.3. Fundamental steps
in DIP (1.4)
1.4. Representing
digital Images
1.4.1. sampling and
quantization
1.4.2. representation
1.4.3. spatial and
intensity resolution
1.5 RGB and HSI color models
2. Intensity
transformation and spatial filtering 6 Hours
2.1. Basic
transformations
2.2. Histogram
processing
2.3. Histogram
equalizing
2.4. Spatial filtering
2.5. Smoothing spatial
filters
2.6. Sharpening
filters – the Laplacian
2.7. Highboost filtering
2.8. First order
derivative for image sharpening
3. Image
Segmentation 9 Hours
3.1. Region
segmentation
3.2. Detection of
isolated points
3.3. Line detection
3.4. Edge detection
3.4.1.1.
Sobel and Prewitt
filters
3.4.1.2.
Laplace of Gaussian LoG filter
3.4.1.3.
Canny edge detector
3.5. Hough Transform –
line and circle detection
3.6. Image Thresholding
3.7. Region based
Segmentation – splitting and merging
4. Filtering in
Frequency Domain 5 Hours
4.1. Fourier Transform
4.2. Convolution
4.3. Discrete Fourier
Transform
4.4. Image smoothing using
frequency domain filters
4.5. Image sharpening
5. Representation
and Description 6 Hours
5.1. Boundary
following, chain codes
5.2. Boundary
descriptors
5.2.1.1.
Shape numbers
5.2.1.2.
Fourier Descriptors
5.2.1.3.
Statistical moments
5.2.1.4.
Texture – graylevel co-occurrence
matrix
5.2.1.5.
Principal Components for description
6. Image compression 8
hours
6.1. Huffman coding
6.2. LZW coding
6.3. Bit plane coding
6.4. Block Transform
coding – DCT coding
6.4.1. DCT coding
6.4.2. Bit allocation
6.4.3. Zonal coding
6.4.4. Threshold coding
6.4.5. JPEG standard
6.5. Wavelet coding – Haar Transform
7. Morphological
Processing 4 Hours
7.1. Structuring
elements
7.2. Erosion and
Dilation
7.3. Opening and
Closing
7.4. Hit-or-Miss
transformation
7.5. Boundary
extraction
7.6. Hole Filling
7.7. Extraction of
connected components
7.8. Thinning
7.9. Segmentation
using morphological watersheds
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Text
Book:
Digital Image Processing by Gonzalez and Woods, Third Edition,
Pearson Prentice Hall, low price edition, 2008