Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf ·...

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1 Digital Image Processing, 2nd ed. Digital Image Processing, 2nd ed. www.imageprocessingbook.com © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration Chapter 5 Image Restoration Digital Image Processing, 2nd ed. Digital Image Processing, 2nd ed. www.imageprocessingbook.com © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration Chapter 5 Image Restoration

Transcript of Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf ·...

Page 1: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

1

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 2: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 3: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 4: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 5: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 6: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 7: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 8: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 9: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 10: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 11: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 12: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 13: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 14: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 15: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 16: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 17: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Page 18: Digital Image Processing, 2nd ed. Chapter …staff.fit.ac.cy/com.ke/files/Chapter05-Art.pdf · 2007. 2. 22. · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

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Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration

Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed.www.imageprocessingbook.com

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 5Image Restoration

Chapter 5Image Restoration


To provide background material in support of topics in ...saksoy/courses/cs484-Spring2007/slides/gw... · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2001

To provide background material in support of topics in ...saksoy/courses/cs484-Spring2007/slides/gw... · 1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2001

What is image processing? Skills: choosing an image processing program IT concepts: historical context for image processing, image processing programs,

What is image processing? Skills: choosing an image processing program IT concepts: historical context for image processing, image processing programs,

Digital Image Processing 2nd

Digital Image Processing 2nd

Digital Image Processing - TheCATweb.cecs.pdx.edu/~mperkows/CLASS_479/2018C/Math review for Matlab...to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand

Digital Image Processing - TheCATweb.cecs.pdx.edu/~mperkows/CLASS_479/2018C/Math review for Matlab...to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand

Digital Image Processing - Kasetsart Universityjan/204584/06-color.pdf · (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition. Electromagnetic

Digital Image Processing - Kasetsart Universityjan/204584/06-color.pdf · (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition. Electromagnetic

Digital Image Processing - Texas A&M University · 2020. 10. 30. · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same

Digital Image Processing - Texas A&M University · 2020. 10. 30. · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same

Digital Image Processing, 2nd ed. www ...staff.fit.ac.cy/com.ke/files/Chapter09-Art.pdf1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez &

Digital Image Processing, 2nd ed. www ...staff.fit.ac.cy/com.ke/files/Chapter09-Art.pdf1 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez &

Chapter 11 Representation & Descriptionbcmi.sjtu.edu.cn/~luhongtao/dip/res/Chapter11.pdfDigital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez &

Chapter 11 Representation & Descriptionbcmi.sjtu.edu.cn/~luhongtao/dip/res/Chapter11.pdfDigital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez &

Digital Image Processing - ece.ucsb.edu · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same that we use in the book.

Digital Image Processing - ece.ucsb.edu · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same that we use in the book.

Image Signal Processing Performance On 2nd · PDF file1 image signal processing performance on 2nd generation intel® core™ microarchitecture presentation peter carlston, embedded

Image Signal Processing Performance On 2nd · PDF file1 image signal processing performance on 2nd generation intel® core™ microarchitecture presentation peter carlston, embedded

Digital Image Processing - EMBL Heidelberg - The … · ... Image Processing Basics ... Digital Image Processing

Digital Image Processing - EMBL Heidelberg - The … · ... Image Processing Basics ... Digital Image Processing

Digital Image Processing, 2nd ed. Chapter 3 Image Enhancement in the Spatial Domainstaff.fit.ac.cy/com.ke/files/Chapter03-Art.pdf · 2007-02-22 · 1 Digital Image Processing, 2nd

Digital Image Processing, 2nd ed. Chapter 3 Image Enhancement in the Spatial Domainstaff.fit.ac.cy/com.ke/files/Chapter03-Art.pdf · 2007-02-22 · 1 Digital Image Processing, 2nd

DIGITAL IMAGE PROCESSING - mmumullana.org · Digital Image Processing The field of digital image processing refers to processing digital images by using computers. Image processing

DIGITAL IMAGE PROCESSING - mmumullana.org · Digital Image Processing The field of digital image processing refers to processing digital images by using computers. Image processing

Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods Chapter 5 Image Restoration Chapter 5 Image Restoration.

Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods Chapter 5 Image Restoration Chapter 5 Image Restoration.

Chapter 7 Wavelets and Multiresolution Processing · 2006. 2. 24. · Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods 7.1 Background7.1

Chapter 7 Wavelets and Multiresolution Processing · 2006. 2. 24. · Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods 7.1 Background7.1

Digital Image Processing Colour Image Processing.

Digital Image Processing Colour Image Processing.

Digital Image Processing, 2nd ed. Mohammed Dwikat – CIS 133381 Multimedia II Digital Image Fundamentals 2.1.3 Bright adaptation and Discrimination –The.

Digital Image Processing, 2nd ed. Mohammed Dwikat – CIS 133381 Multimedia II Digital Image Fundamentals 2.1.3 Bright adaptation and Discrimination –The.

Digital Image Processing - UCSBmanj/ece178W04/review(gw2002).pdf · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same

Digital Image Processing - UCSBmanj/ece178W04/review(gw2002).pdf · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand Woods. The notation is the same

Digital Image Processing, 2nd ed. - Computer Sciencezhu/Capstone2007/DIP-Chapter10-Segmentation...Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods ... Microsoft

Digital Image Processing, 2nd ed. - Computer Sciencezhu/Capstone2007/DIP-Chapter10-Segmentation...Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods ... Microsoft

Digital Image Processing, 2nd ed. - SJTUbcmi.sjtu.edu.cn/~luhongtao/dip/res/Chapter02.pdf · 2 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez

Digital Image Processing, 2nd ed. - SJTUbcmi.sjtu.edu.cn/~luhongtao/dip/res/Chapter02.pdf · 2 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez