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Introduction to Digital Image Processing

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Title: Introduction to Digital Image Processing


1
Introduction to Digital Image Processing
February 25, 2003
  • Shreekanth Mandayam
  • ECE Department
  • Rowan University
  • http//engineering.rowan.edu/shreek/spring03/cc/

2
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3
Hurricane Fran, TIME Magazine, Sept. 16,
1996 Picture Taken by GOES-8, NASA GODDARD SPACE
FLIGHT CENTER
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ABA E-13B Font
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Biometrics
14
Module Overview
  • Lecture 1
  • Digital Image Fundamentals
  • Digital Image Enhancement
  • Lecture 2
  • Digital Image Segmentation
  • Digital Image Compression

15
Lecture 1
  • Digital Image Fundamentals

16
Lecture 1 Plan
  • What is an image?
  • Mathematical representation of monochromatic
    images
  • What is a digital image?
  • Digital image processing
  • Fundamental steps
  • Why do we need this?
  • Sampling Quantization
  • Image Preprocessing

17
Images
Sample Quantize
18
Monochromatic Digital Image
y
x
Gray Level
f(x,y)
19
Color Images
Mixtures of Light Additive Primaries
20
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21
RGB Color Space
22
Fundamental Steps
Preprocessing (Enhancement Restoration)
Representation Description
Segmentation
Knowledge Base
Problem Domain
Image Acquisition
Recognition Interpretation
Result
Rafael C. Gonzalez and Richard E. Woods, Digital
Image Processing, Addison-Wesley, 1992
23
DIP Details
24
Sampling Quantization
  • Sampling
  • demos/demo1sampling_and_quantization/demo_sampling
    .m
  • Quantization
  • demos/demo1sampling_and_quantization/demo_quant.m

Digital Image Processing Course Nos. 0909-452-01
(Senior Elective) and 0909-552-01 (Graduate)
Fall 2003 Previous Offering http//engineering.
rowan.edu/shreek/fall01/dip/
25
DIP Topics
26
Image Preprocessing
Restoration
Enhancement
  • Inverse filtering
  • Wiener filtering

Spatial Domain
Spectral Domain
  • Filtering
  • gtgtfft2/ifft2
  • gtgtfftshift
  • Point Processing
  • gtgtimadjust
  • gtgthisteq
  • Spatial filtering
  • gtgtfilter2

27
Point Processing(Intensity Transformation)
s(x,y) T r(x,y)
Transformed Gray Level
Original Gray Level
Transformation Function
gtgtimadjdemo gtgtimadjust
28
Point Processing
  • Pixel Operations
  • Point processing
  • Histogram equalization
  • Connectivity

individual pixels
all pixels
neighboring pixels
29
Point Processing
L-1
s2
s
g
s
s1
0
r
r
r1
r2
L-1
0
gtgtimadjdemo gtgtimadjust
30
Image Histogram
gtgtimadjdemo gtgtimhist
31
Histogram Equalization(Balancing)
gtgtimadjdemo gtgthisteq
32
Summary
Digital Image Processing Course Nos. 0909-452-01
(Senior Elective) and 0909-552-01 (Graduate)
Fall 2003 Previous Offering http//engineering.
rowan.edu/shreek/fall01/dip/
  • Next Tuesday Lecture 2
  • Digital Image Segmentation
  • Digital Image Compression
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