SlideShare a Scribd company logo
1 of 32
Digital Image Processing
Chapter 1:
Digital Image Fundamentals
One picture is worth more than ten thousand
words
Need of digital image processing
• Interest in DIP from two principle application
areas:
• Improvement of pictorial information for
human interpretation
• And processing of image data for storage,
transmission, and representation for
autonomous machine perception.
• Image:
– Two dimensional function, f(x,y) x,y are spatial
coordinates. Amplitude of f at any pair of
coordinates(x, y) is called intensity or gray level of
image at that point.
• Digital Image: When x,y, and intensity values
of f are all finite, discrete quantities image is
called digital image.
• Digital image processing: Processing of
digital image by means of digital computer
Digital Image
• The continuum from image processing to
computer vision can be broken up into low-,
mid- and high-level processes
Mid Level Process
Input: Image
Output: Attributes
Examples: Object
recognition,
segmentation
Low Level
Process
Input: Image
Output: Image
Examples: Noise
removal, image
sharpening
High Level
Process
Input: Attributes
Output:
Understanding
Examples: Scene
understanding,
autonomous
navigation
Digital Images in Early Era
Printing industrial
Textile industrial
1921 Telegraphing image
1922: image
from
Photographic
reproduction
Using punched
tape
These images are not computerized processed.
Origins of DIP
• One of the first application of digital images
was in the newspaper industry, when pictures
were sent by submarine cable between London
and New York.
• Introduction of Bartlane cable picture
transmission system in the early 1920s reduced
the time required to transport a picture across
the Atlantic from more than one week to less
than three hours.
• Specialized printing equipment coded pictures
for cable transmission and then reconstructed
them at the receiving end.
• Early Bartlane systems-capable of coding
images in five distinct levels of gray
• In 1929 this capability was increased to 15
levels.
• Advances may be summarized as
• 1) Invention of transistor at BELL lab. In 1948
• 2) development of high level programming language
COBOL(1950s&1960s)
• 3) Invention of ICs at Texas Instruments.
• 4) Development of Operating systems in 1960s.
• 5) Development of Microprocessor by Intel in 1970s
• 6) Introduction of Personal Computers by IBM.
• 7) Progressive miniatuarazation of components,
starting with LSI (1970s),then VLSI(1980s)to the
present use of ULSI.
Digital Images in Early Era
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Digital Image Processing in Early Space Projects
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Energy Sources for Images
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Gamma Ray
External source
Radioactive
isotope decay
Internal Source
Positron emission
Star
Nuclear reaction
Bone scan PET
Cygnus loop Reactor valve
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
X-Ray
Source : X-Ray tube
Star
Nuclear reaction
Cygnus loop
PCB
Chest
X-Ray
Head CT
Angiogram
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Ultraviolet
Fluorescence
phenomenon
Normal corn Smut corm
Cygnus Loop (Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Visible Light and Infrared
Taxol
Cholesterol
Microprocessor
Nickel oxide
Thin film
?
Organic
superconductor
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Washington
D.C.
Visible Light and Infrared
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Multispectral Imaging
Hurricane Andrew
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Nighttime light of the world
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Nighttime light of the world (cont.)
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Automated Visual Inspection
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Automated Visual Inspection (cont.)
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Microwave
Spaceborne Radar image
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Magnetic
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Multispectral images
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Seismic imaging
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Ultrasound imaging
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Electron Microscope Images
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Synthesis Images
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
General Purpose Image Processing System
(Images from Rafael C. Gonzalez and Richard E.
Wood, Digital Image Processing, 2nd Edition.
Companies In this Field In India
• Sarnoff Corporation
• Kritikal Solutions
• National Instruments
• GE Laboratories
• Ittiam, Bangalore
• Interra Systems, Noida
• Yahoo India (Multimedia Searching)
• nVidia Graphics, Pune (have high requirements)
• Microsoft research
• DRDO labs
• ISRO labs
• …

More Related Content

Similar to Chapter01 lecture 1

ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptShabanamTamboli1
 
Image processing1 introduction
Image processing1 introductionImage processing1 introduction
Image processing1 introductionshabanam tamboli
 
1. digital image processing
1. digital image processing1. digital image processing
1. digital image processingvilasini rvr
 
ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptRishiJain193179
 
Chapter_01_Introduction.ppt
Chapter_01_Introduction.pptChapter_01_Introduction.ppt
Chapter_01_Introduction.pptRajGunal
 
Chapter_01_Introduction Two differen.ppt
Chapter_01_Introduction Two differen.pptChapter_01_Introduction Two differen.ppt
Chapter_01_Introduction Two differen.pptMrVMNair
 
Chapter_01_Introduction.ppt
Chapter_01_Introduction.pptChapter_01_Introduction.ppt
Chapter_01_Introduction.pptDevika703320
 
ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptNiharikaDubey17
 
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdg
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdgDIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdg
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdgMrVMNair
 
digital image processing
digital image processingdigital image processing
digital image processingN.CH Karthik
 
ARKA RAJ SAHA-27332020003..pptx
ARKA RAJ SAHA-27332020003..pptxARKA RAJ SAHA-27332020003..pptx
ARKA RAJ SAHA-27332020003..pptxAdharchandsaha
 

Similar to Chapter01 lecture 1 (20)

ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.ppt
 
Image processing1 introduction
Image processing1 introductionImage processing1 introduction
Image processing1 introduction
 
Chapter01 (2)
Chapter01 (2)Chapter01 (2)
Chapter01 (2)
 
1. digital image processing
1. digital image processing1. digital image processing
1. digital image processing
 
Chap1
Chap1Chap1
Chap1
 
ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.ppt
 
Chapter_01_Introduction.ppt
Chapter_01_Introduction.pptChapter_01_Introduction.ppt
Chapter_01_Introduction.ppt
 
Chapter_01_Introduction Two differen.ppt
Chapter_01_Introduction Two differen.pptChapter_01_Introduction Two differen.ppt
Chapter_01_Introduction Two differen.ppt
 
Chapter_01_Introduction.ppt
Chapter_01_Introduction.pptChapter_01_Introduction.ppt
Chapter_01_Introduction.ppt
 
ImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.pptImageProcessing1-Introduction.ppt
ImageProcessing1-Introduction.ppt
 
mca.pptx
mca.pptxmca.pptx
mca.pptx
 
Introduction to Medical Imaging
Introduction to Medical ImagingIntroduction to Medical Imaging
Introduction to Medical Imaging
 
Lec_1_Introduction.pdf
Lec_1_Introduction.pdfLec_1_Introduction.pdf
Lec_1_Introduction.pdf
 
Lec_1_Introduction.pdf
Lec_1_Introduction.pdfLec_1_Introduction.pdf
Lec_1_Introduction.pdf
 
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdg
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdgDIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdg
DIPsadasdasfsdfsdfdfasdfsdfsdgsdgdsfgdfgfdg
 
digital image processing
digital image processingdigital image processing
digital image processing
 
ARKA RAJ SAHA-27332020003..pptx
ARKA RAJ SAHA-27332020003..pptxARKA RAJ SAHA-27332020003..pptx
ARKA RAJ SAHA-27332020003..pptx
 
CHAPTER_1_updated_8_aug.ppt
CHAPTER_1_updated_8_aug.pptCHAPTER_1_updated_8_aug.ppt
CHAPTER_1_updated_8_aug.ppt
 
Dip review
Dip reviewDip review
Dip review
 
Chapter02.ppt
Chapter02.pptChapter02.ppt
Chapter02.ppt
 

Recently uploaded

Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdfKamal Acharya
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . pptDineshKumar4165
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Christo Ananth
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTbhaskargani46
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesPrabhanshu Chaturvedi
 

Recently uploaded (20)

Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Walvekar Nagar Call Me 7737669865 Budget Friendly No Advance Booking
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...
 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
 
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
 
Generative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPTGenerative AI or GenAI technology based PPT
Generative AI or GenAI technology based PPT
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 

Chapter01 lecture 1

  • 1. Digital Image Processing Chapter 1: Digital Image Fundamentals
  • 2. One picture is worth more than ten thousand words
  • 3. Need of digital image processing • Interest in DIP from two principle application areas: • Improvement of pictorial information for human interpretation • And processing of image data for storage, transmission, and representation for autonomous machine perception.
  • 4. • Image: – Two dimensional function, f(x,y) x,y are spatial coordinates. Amplitude of f at any pair of coordinates(x, y) is called intensity or gray level of image at that point. • Digital Image: When x,y, and intensity values of f are all finite, discrete quantities image is called digital image. • Digital image processing: Processing of digital image by means of digital computer Digital Image
  • 5. • The continuum from image processing to computer vision can be broken up into low-, mid- and high-level processes Mid Level Process Input: Image Output: Attributes Examples: Object recognition, segmentation Low Level Process Input: Image Output: Image Examples: Noise removal, image sharpening High Level Process Input: Attributes Output: Understanding Examples: Scene understanding, autonomous navigation
  • 6. Digital Images in Early Era Printing industrial Textile industrial 1921 Telegraphing image 1922: image from Photographic reproduction Using punched tape These images are not computerized processed.
  • 7. Origins of DIP • One of the first application of digital images was in the newspaper industry, when pictures were sent by submarine cable between London and New York. • Introduction of Bartlane cable picture transmission system in the early 1920s reduced the time required to transport a picture across the Atlantic from more than one week to less than three hours.
  • 8. • Specialized printing equipment coded pictures for cable transmission and then reconstructed them at the receiving end. • Early Bartlane systems-capable of coding images in five distinct levels of gray • In 1929 this capability was increased to 15 levels.
  • 9. • Advances may be summarized as • 1) Invention of transistor at BELL lab. In 1948 • 2) development of high level programming language COBOL(1950s&1960s) • 3) Invention of ICs at Texas Instruments. • 4) Development of Operating systems in 1960s. • 5) Development of Microprocessor by Intel in 1970s • 6) Introduction of Personal Computers by IBM. • 7) Progressive miniatuarazation of components, starting with LSI (1970s),then VLSI(1980s)to the present use of ULSI.
  • 10. Digital Images in Early Era (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 11. Digital Image Processing in Early Space Projects (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 12. Energy Sources for Images (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 13. Gamma Ray External source Radioactive isotope decay Internal Source Positron emission Star Nuclear reaction Bone scan PET Cygnus loop Reactor valve (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 14. X-Ray Source : X-Ray tube Star Nuclear reaction Cygnus loop PCB Chest X-Ray Head CT Angiogram (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 15. Ultraviolet Fluorescence phenomenon Normal corn Smut corm Cygnus Loop (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 16. Visible Light and Infrared Taxol Cholesterol Microprocessor Nickel oxide Thin film ? Organic superconductor (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 17. Washington D.C. Visible Light and Infrared (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 18. Multispectral Imaging Hurricane Andrew (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 19. Nighttime light of the world (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 20. Nighttime light of the world (cont.) (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 21. Automated Visual Inspection (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 22. Automated Visual Inspection (cont.) (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 23. Microwave Spaceborne Radar image (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 24. Magnetic (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 25. Multispectral images (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 26. Seismic imaging (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 27. Ultrasound imaging (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 28. Electron Microscope Images (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 29. Synthesis Images (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 30. (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 31. General Purpose Image Processing System (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition.
  • 32. Companies In this Field In India • Sarnoff Corporation • Kritikal Solutions • National Instruments • GE Laboratories • Ittiam, Bangalore • Interra Systems, Noida • Yahoo India (Multimedia Searching) • nVidia Graphics, Pune (have high requirements) • Microsoft research • DRDO labs • ISRO labs • …