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UMER JAVED ([email protected]) DEPARTMENT OF ELECTRONIC ENGINEERING, FACULTY OF ENGINEERING & TECHNOLOGY, IIUI FALL 2012 CS-407: Digital Image Processing

DIP_Slides 2 Image Fundamentals_ Umer Javed

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Page 1: DIP_Slides 2 Image Fundamentals_ Umer Javed

U M E R J AV E D( U M E R . J AV E D @ I I U . E D U . P K )

D E PA RT M E N T O F E L E C T R O N I C

E N G I N E E R I N G ,

FA C U LT Y O F E N G I N E E R I N G & T E C H N O L O G Y,

I I U I

FA L L 2 0 1 2

CS-407: Digital Image Processing

Page 2: DIP_Slides 2 Image Fundamentals_ Umer Javed

U M E R J AV E D( U M E R . J AV E D @ I I U . E D U . P K )

C H A P T E R : 2

D I G I TA L I M A G E F U N D A M E N TA L S

CS-407: Digital Image Processing

Page 3: DIP_Slides 2 Image Fundamentals_ Umer Javed

Human Eye

Umer Javed, CS: 407: Digital Image Processing

Courtesy: DIP 3/Edition

Chapter:2, Slide # 3

Page 4: DIP_Slides 2 Image Fundamentals_ Umer Javed

Human Eye

Umer Javed, CS: 407: Digital Image Processing

Iris:

Controls amount of light entering in eye by contraction or expansion.

Retina:

Inner most layer

Contains 2 type of receptors

Cones

Rods

Chapter:2, Slide # 4

Page 5: DIP_Slides 2 Image Fundamentals_ Umer Javed

Human Eye

Umer Javed, CS: 407: Digital Image Processing

Cones: Exist a number of 6~7 Million in each eye.

Central Position at Fovea.

Highly sensitive to color.

Helps in resolving fine details.

Cone vision is known as Phototopic or Bright light vision.

Rods: 75~150 Million, Residing all over retina

Reduce Amount of detail.

Creates general overview of picture

Sensitive to low level intensitites.

In low light, objects appear colorless, because only Rods are active.

Vision is called Scotopic or Dim Light Vision.

Chapter:2, Slide # 5

Page 6: DIP_Slides 2 Image Fundamentals_ Umer Javed

Human Eye

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 6

Courtesy: DIP 3/Edition

Page 7: DIP_Slides 2 Image Fundamentals_ Umer Javed

Human Eye

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 7

Courtesy: DIP 3/Edition

Page 8: DIP_Slides 2 Image Fundamentals_ Umer Javed

Brightness Adaptation

Umer Javed, CS: 407: Digital Image Processing

Light Intensity vs

Subjective Brightness.

mL= millilambert.

In high brightness range Photopic

vision is active.

In Low Brightness range Scopic

vision is active.

Human vision system cannot operate

over such range simultaneously, rather

it adjusts its sesitivity.

Chapter:2, Slide # 8

Courtesy: DIP 3/Edition

Page 9: DIP_Slides 2 Image Fundamentals_ Umer Javed

Weber Ratio

Umer Javed, CS: 407: Digital Image Processing

Introduce bright light, , if increment is not brighter,change wont be detectable.

Smaller WB, means small change is detectable.

Larger WB, means only large change is detectable.

I

cIWeberRatio :I

Chapter:2, Slide # 9

Page 10: DIP_Slides 2 Image Fundamentals_ Umer Javed

Limitations of Eye

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 10

Courtesy: DIP 3/Edition

Page 11: DIP_Slides 2 Image Fundamentals_ Umer Javed

Limitations of Eye

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 11

Courtesy: DIP 3/Edition

Page 12: DIP_Slides 2 Image Fundamentals_ Umer Javed

Limitations of Eye

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 12

Courtesy: DIP 3/Edition

Page 13: DIP_Slides 2 Image Fundamentals_ Umer Javed

Electromagnetic Spectrum

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 13

Courtesy: DIP 3/Edition

Page 14: DIP_Slides 2 Image Fundamentals_ Umer Javed

Image Sensing

Umer Javed, CS: 407: Digital Image Processing

Single image sensor:

Incoming energy transforms into voltage by Combination of Input electrical power and sensor material.

Output voltage can be digitized.

Photodiode follows this kind of behavior.

Colored sensors give maximum voltage for similar colors and minimum for others.

Chapter:2, Slide # 14

Page 15: DIP_Slides 2 Image Fundamentals_ Umer Javed

Image Sensing

Chapter:2, Slide # 15Umer Javed, CS: 407: Digital Image Processing

Sensor Strips:

Courtesy: DIP 3/Edition

Page 16: DIP_Slides 2 Image Fundamentals_ Umer Javed

Image Sensing

Umer Javed, CS: 407: Digital Image Processing

Sensor Arrays:

Charged Coupled Devices (CCD)

Widely used in digital cameras

Complimentary Metal Oxide Semiconductor (CMOS)

CMOS doesn’t require charged couples

Application Areas:

Air Borne Imaging

X-Rays Scan

Computerized Axial Tomography (CAT)

Positron Emission tomography (PET)

Magnetic Resonance Imaging (MRI)

Chapter:2, Slide # 16

Page 17: DIP_Slides 2 Image Fundamentals_ Umer Javed

Image Formation

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 17

Courtesy: DIP 3/Edition

Page 18: DIP_Slides 2 Image Fundamentals_ Umer Javed

Image Formation

Umer Javed, CS: 407: Digital Image Processing

Image as a function should be positive and finitei.e.

Two key components play their role

Amount of source illumination, incident

Amount of source illumination, reflected

Function results in

Chapter:2, Slide # 18

0 < f(x, y)<

i(x, y)

r(x, y)

0 <i(x, y)<

0 < r(x, y)<1

f(x, y)= i(x, y)r(x, y)

Page 19: DIP_Slides 2 Image Fundamentals_ Umer Javed

Intensity Measures

Umer Javed, CS: 407: Digital Image Processing

Image intensity/gray scale as a functioni.e.

Intensity ranges

Where

Gray Scale Range

generally used as: OR

Chapter:2, Slide # 19

0 0= f(x , y )

min maxL L

min min minL = i rmax max maxL = i r

,min maxL L 0, L -1

Page 20: DIP_Slides 2 Image Fundamentals_ Umer Javed

Sampling and Quantization

Umer Javed, CS: 407: Digital Image Processing

Creates digital image from sensed data.

Image may be continuous w.r.t x, y-axis and amplitude .

Sampling:

Digitizing the Coordinate values.

Equally spaced samples taken for Figure 2.16.

Practically, Sampling depends upon sensor arrangement.

Quantization:

Digitizing the Amplitude values.

8 Level quantization is performed on Figure 2.16.

Chapter:2, Slide # 20

Page 21: DIP_Slides 2 Image Fundamentals_ Umer Javed

Sampling and Quantization

Umer Javed, CS: 407: Digital Image Processing Chapter:2, Slide # 21

Courtesy: DIP 3/Edition

Page 22: DIP_Slides 2 Image Fundamentals_ Umer Javed

Sampling and Quantization

Umer Javed, CS: 407: Digital Image Processing

Courtesy: DIP 3/Edition

Page 23: DIP_Slides 2 Image Fundamentals_ Umer Javed

Digital Image Values

Introduction 23Umer Javed, CS: 407: Digital Image Processing

Courtesy: DIP 3/Edition