digital image processing seminar ppt
TRANSCRIPT
7/21/2019 Digital Image Processing Seminar PPT
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Under Guidance of:
Dr. U. P. Singh
PresentedBy:
Suryanshu
Satapathy
7/21/2019 Digital Image Processing Seminar PPT
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ONTENTS
#his presentation co$ers:
What is a image?
What is digital image?
What is digital image processing?
Key Stages In Digital Image Processing
Applications
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WHAT IS AN IMAGE?
An image, derived from a Latin word imago, stands for an
artifact, such as a two dimensional picture, that has a similarappearance to some su!ect"usually a physical o!ect or a person#
SIMPLE MODEL:
Image refers to a two dimensional light intensity function denotedy f$%,y& ' % and y denote the spatial co'ordinates# (he magnitudeof f$ & at spatial co'ordinates $%,y& gives the intensity of image atthat point#
f$%,y& can e characteri)ed y two components' (he amount of source light eing incident on the scene eing
viewed * illumination component $i$%,y&&#
(he amount of light reflected y the o!ects in the scene *reflectance com onent r %, #
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+ow, f$%,y& i$%,y&-r$%,y& 0 < i(x,y) < ∞ 0 < r(x,y) < 1
f$%,y& can e treated as an .%+ array for processing, where .and + are the dimension of the image along / and 0 directions#
1ach element of the array represents the intensity values and can
e called as pi%el or pel#
1 pixel
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%S&'U#(&) &* +) (+G:
the dpi $dots per inch pi%els per inch& of an image#
(he resolution of a digital image is defined as the numer of pi%els it
contains# (he higher the resolution, the higher the print 2uality and the
larger the data si)e of the image $in 3iloytes or megaytes&
#-PS &* (+G:
Color Image(R,Y,B-each 0~255)
Intensity (Gray level image)(0~255)
Binary Image(0~1)
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(+G: +P'S
Colore!Image
Gray level Image
Binary Image
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WHAT IS A DI GITAL IMAGE?
Processing of a picture or image y digital computer, 4ut computer
processes only digital data# So we need a digital image#
Continuos
Image
Digital
imageSampling and
quantization
Obtaining a digital Image :
Digiti)ation of the spatial co'ordinates $%,y& is called image
sampling#
(he amplitude digiti)ation is called gray'level 2uanti)ation
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We usually operate on digital $discrete& images y5
Sample the 6D space on a regular grid
7uanti)e each sample $round to nearest integer&
If our samples are D apart, we can write this as5
f 8i , j 9 7uanti)e: f $i D, j D& ;
(he image can now e represented as a matri% of integervalues
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%esu/t &f
S+P'()G
+)D
U+)#(+#(&)
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WHAT IS DI GITAL IMAGE
PRO ESSING?
Processing descries the act of ta3ing something through an estalished
and usually routine set of procedures to convert it from one form toanother, such as processing mil3 into cheese#
Image processing is a form of signal processing for which the input is
an image, such as photographs or frames of video< the output of image
processing can e either an image or a set of characteristics or
parameters related to the image# .ost image processing techni2uesinvolve treating the image as a two'dimensional signal and applying
standard signal'processing techni2ues to it#
(he following e%ample represents a asic operation of image processing
#he coposite iage "4
has 5een sp/it into red 14,
green 24 and
5/ue 34 channe/s
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(+GP%&6SS()G An image processing operation typically defines a new image g in
terms of an e%isting image f
We can transform either the range of =t>5
r the domain of = f’ 5
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Why ?
@odingcompression 1nhancement, restoration, reconstruction
Analysis, detection, recognition, understanding
Bisuali)ation
(o improve image 2uality for human perception andorcomputer interpretation
Processing of image data for storage and transmission#
Image Image
processing
Better
image
Image Image
processingCompressed
Image
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+ #-P(6+' D(G(#+' (+G P%&6SS()GSU)6
Record
outputDisplay
object observe
Imagingsystems
digitize
Sampleand
quantize
store
Digital
storage
dis!"
process
Digitalcomputer
Re#res$%
store
&n'linebu##er
Image (cquisition )rocessing Display%Storage
% *ransmission
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KEY STAGES IN DIGITAL IMAGE
PRO ESSING
Image
(cquisition
Image
Restoration
Segmentation
Representation
+ Description
Image,n$ancement
&bject
Recognition
)roblem Domain
Colour Image
)rocessingImage
Compression
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I.AC1 A@7ISI(I+
Images are generated y the comination of an illumination source
and the reflection or asorption of energy from that source y the
elements of the scene eing imaged# Eor eg# Bisile light source
illuminates a common everyday F'D scene#
(o get a 6'D picture of the scene we can use a camera which contains
light sensors#
(he reflected light from the scene eing imaged is focused y thecamera lens
Light falls on the sensing material $a @@D array& and produces
electrical signals proportional to the light intensity
An AD converter converts this signal to a set of discrete numers#
$Cray level 2uanti)ation&#
The illumination may originate from a source of electromagnetic energy
such as radar, infrared, X-ray…
Scene elements can e familiar o!ects or may e a molecule, uried roc"
formations, human rain…
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IMAGE ENHANCEMENT
(o process an image so that the result is more suitale than the
original image for a specific application Accentuate certain image features for suse2uent analysis or for image
display
@ontrast enhancement, noise filtering, sharpening, magnifyingG
HICI+AL I.AC1 IC PASS EIL(1H1D I.AC1
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IMAGE RESTORATION
A class of methods that aim to remove or reduce the degradations
that were incurred while the digital image eing otained# (he degradations can occur due to5'
Sensor noise
#lur due to camera misfocus
$elati%e o!ect camera motion
$andom atmos&heric turulence
&riginal image Distorted imageRandom -oise"
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IMAGE COMPRESSION
(he storage re2uirement for images are high#
Heduce the numer of its re2uires to represent an image#
4y compressing an image we can reduce the memory needed to store
the image, reduce the time re2uired for transmission, also reduction in
andwidth
SEGMENTATIONPartition of an image into its constituent parts or o!ects#
Involves feature selectionIdentification and feature e%traction#
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APPLI ATIONS(NAMING A
FEW…)
uman operators are
e%pensive, slow and unreliale
ma3e machines do the !o
instead industrial vision
systems are used in all 3inds of
industries
1.
()DUS#%(+' ()SP6#(&)
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(a3e slice from .HI scan of canine heart, and find
oundaries etween types of tissue
Image with grey levels representing tissue density
se a suitale filter to highlight edges
Original MRI Image of a DogHeart
Edge Detection Image
D(6()
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B(&#%(6S+S#%&)&-
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#%+**(6 &)(#&%D&6U)# +)D'()G
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T H A N
Y O U