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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

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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

2

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

3

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

4

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

5

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

6

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

7

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

8

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

9

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

10

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

11

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

12

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

13

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

14

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

15

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

16

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

17

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

18

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 19: 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

19

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 20: 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

20

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

Digital Image Processing Morphological Image Processing

Image Processing - University of Southern Californiarun.usc.edu/cs420-s14/lec22-image-processing/22-image-processing… · Image Processing Blending ... • Image stored in memory

Digital Image Processing, 2nd ed. - Digital Content Analysisdcalab.unipv.it › wp-content › uploads › 2015 › 03 › 1_Chapter1.pdf · 2020-01-15 · Digital Image Processing,

Computer Graphics and Image Processing Introduction · References F.S. Hill. Computer Graphics using OpenGL (2nd or 3rd Edition). Prentice Hall. Nick Efford.Digital 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 - College of Engineeringweb.engr.oregonstate.edu/.../lectures/reviewDIP.pdf · to follow the discussions in Digital Image Processing, 2nd ed., by Gonzalezand

Image Processing: Image Compressionultra.sdk.free.fr/docs/Image-Processing/Courses/Rolf%20Ingold... · Image Processing: Image Compression Introduction Compression & Decompression

Image Processing Point Processing Filters Dithering Image Compositing Image Compression Point Processing Filters Dithering Image Compositing Image Compression

Digital Image Processing, 2nd ed. - Computer Sciencezhu/Capstone2007/DIP-Chapter... · Image Sampling and Quantization Basic Concepts in Sampling and Quantization. 9 Digital Image

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

Chapter 3 Image Enhancement in the Spatial DomainCSIE/ycliaw/DIP/03_Enhancement.pdf · © 2002 R. C. Gonzalez & R. E. Woods Digital Image Processing, 2nd ed.Digital 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 - Kasetsart Universityjan/204584/06-color.pdf · (Images from Rafael C. Gonzalez and Richard E. Wood, Digital Image Processing, 2nd Edition. Electromagnetic

Image Segmentation - SJTUbcmi.sjtu.edu.cn/~luhongtao/dip/res/DIP10-SUT.pdf · Digital Image Processing, 2nd ed. ... Image Segmentation • How to improve the former methods: – Consider

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. 2002 R. C. Gonzalez & R. E. Woods Morphological Image Processing Morphological Image Processing INTRUDUCTION TO

Lecture 1 for Digital Image Processing (2nd Edition)

Digital Image Processing, 2nd ed. 닄꒭뎹 뱶릳쇙귬CSIE/ycliaw/DIP/05_Image_Restoration.pdf · 2013-07-31 · 3 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd

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

Linear Image Processing and Filteringweb.stanford.edu/.../8-Linear-Image-Processing-Combined.pdfDigital Image Processing: Bernd Girod, © 2013 Stanford University -- Linear Image Processing

Digital Image Processing 2nd

Image Processing - Ch 10 - image segmentation - ECE/CISbarner/courses/eleg675/Image Processing... · Image Segmentation Image Processing with Biomedical ... Image Processing Image

Image Processing in IDL - Geological & Mining PROCESSING… · 10 Chapter 1: Introduction to Image Processing in IDL Overview of Image Processing Image Processing in IDL Overview

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

Image Processing. Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 1 Introduction Chapter 1 Introduction

Chapter 2 Digital Image fundamentals - nhu.edu.tCSIE/ycliaw/DIP/02_Fundation.pdf · 2.4.1 Basic concepts in sampling and quantization Digital Image Processing, 2nd ed.Digital Image

Digital Image Processing Colour Image Processing

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

Image Processingrun.usc.edu/cs480-s11/lec23-image-processing/23-image...Image Processing •2D generalization of signal processing •Image as a two-dimensional signal •Point processing:

Digital Image Processing, 2nd ed. ...staff.fit.ac.cy/com.ke/files/Chapter07-Art.pdf · 13 Digital Image Processing, 2nd ed.Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez

Digital Image Processing, 2nd ed. www ...CSIE/ycliaw/DIP/01_Introduction.pdfImage processing applications The first computers powerful enough to carry out meaningful image processing

Image Restoration - Old Dominion Universityww2.odu.edu/~kiftekha/ECE783_883/handout material/noise.pdfImage Restoration Reference Gonzalez and Woods, 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