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

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Digital Image Processing, 2nd ed. www.imageprocessingbook.com 002 R. C. Gonzalez & R. E. Woods

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Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 3 Image Enhancement in the Spatial Domain Chapter 3 Image Enhancement in the Spatial Domain

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

Page 1: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

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

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 3: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 4: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 5: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 6: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 7: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 8: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 9: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 10: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 11: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 12: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 13: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Salt & pepper noise (5 %)

Smoothed by 3x3 window Median filtered by 3x3 window

Page 14: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 15: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 16: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 17: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 18: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 19: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 20: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 21: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 22: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain

Page 23: Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez R. E. Woods.

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 3Image Enhancement in the

Spatial Domain


Digital Image Processing, 3rd ed.fa.bme.sut.ac.ir/Downloads/AcademicStaff/3/Courses/43/P1...Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez &

Digital Image Processing, 3rd ed.fa.bme.sut.ac.ir/Downloads/AcademicStaff/3/Courses/43/P1...Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez &

Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding

Presentación de PowerPoint · 8 Image: R. C. Gonzalez and R. E. Woods, Digital Image Processing, 3 edition. Upper Saddle River, N.J: Pearson, 2007. M. S. Brown, “Understanding

Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez & Woods Chapter 3 Intensity Transformations.

Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez & Woods Chapter 3 Intensity Transformations.

lecture1 2012 2013SGN-3057: Digital Image Processing II Texts • Lecture material (see webpage) • Textbook [1] R. Gonzalez and R. Woods, Digital ...

lecture1 2012 2013SGN-3057: Digital Image Processing II Texts • Lecture material (see webpage) • Textbook [1] R. Gonzalez and R. Woods, Digital ...

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

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

Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Wavelet Analisi tempo-frequenza Cenni di Jpeg 2000 Livio.

Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Wavelet Analisi tempo-frequenza Cenni di Jpeg 2000 Livio.

Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez & R. E. Woods Morphological Image Processing Morphological Image Processing INTRUDUCTION TO.

Digital Image Processing, 2nd ed. 2002 R. C. Gonzalez & R. E. Woods Morphological Image Processing Morphological Image Processing INTRUDUCTION TO.

Digital Image Processing: Introductioncnikou/Courses/Digital_Image_Processing/... · 2013-02-13 · Digital Image Processing Images taken from: R. Gonzalez and R. Woods. Digital Image

Digital Image Processing: Introductioncnikou/Courses/Digital_Image_Processing/... · 2013-02-13 · Digital Image Processing Images taken from: R. Gonzalez and R. Woods. Digital Image

Images © 2002 R. C. Gonzalez & R. E. Woods Chapter 11 ... · Digital Image Processing Images © 2002 R. C. Gonzalez & R. E. Woods Chapter 11 Representation & Description ... Digital

Images © 2002 R. C. Gonzalez & R. E. Woods Chapter 11 ... · Digital Image Processing Images © 2002 R. C. Gonzalez & R. E. Woods Chapter 11 Representation & Description ... Digital

Chapter 1 and 2 gonzalez and woods

Chapter 1 and 2 gonzalez and woods

Digital Image Processing, 2nd ed. …staff.fit.ac.cy/com.ke/files/Chapter10-Art.pdf · © 2002 R. C. Gonzalez & R. E. Woods Chapter 10 Image Segmentation Chapter 10 Image Segmentation.

Digital Image Processing, 2nd ed. …staff.fit.ac.cy/com.ke/files/Chapter10-Art.pdf · © 2002 R. C. Gonzalez & R. E. Woods Chapter 10 Image Segmentation Chapter 10 Image Segmentation.

Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Morfologia Matemática.

Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Morfologia Matemática.

Digital Image Processing Using Matlab - Gonzalez Woods & Eddins

Digital Image Processing Using Matlab - Gonzalez Woods & Eddins

Chapter 1: Introduction · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 1: Introduction Raios Gama Nebula Cygnus

Chapter 1: Introduction · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 1: Introduction Raios Gama Nebula Cygnus

No Slide Titlefa.bme.sut.ac.ir/.../Courses/33/P1-1-DIP3E_Chapter01_Art.pdf · 2018-09-21 · Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez

No Slide Titlefa.bme.sut.ac.ir/.../Courses/33/P1-1-DIP3E_Chapter01_Art.pdf · 2018-09-21 · Digital Image Processing, 3rd ed. © 1992–2008 R. C. Gonzalez & R. E. Woods Gonzalez

Image Processing © 2002 R. C. Gonzalez & R. E. Woods Lecture 4 Image Enhancement in the Frequency Domain Lecture 4 Image Enhancement.

Image Processing © 2002 R. C. Gonzalez & R. E. Woods Lecture 4 Image Enhancement in the Frequency Domain Lecture 4 Image Enhancement.

Morphology Gonzalez Woods

Morphology Gonzalez Woods

Chapter 5 Image Restoration - ERNETcse.iitd.ernet.in/~pkalra/col783/Restoration2013.pdf · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration

Chapter 5 Image Restoration - ERNETcse.iitd.ernet.in/~pkalra/col783/Restoration2013.pdf · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration

Www.imageprocessingbook.com © 2004 R. C. Gonzalez, R. E. Woods, and S. L. Eddins Digital Image Processing Using MATLAB ® Chapter 3 Intensity Transformations.

Www.imageprocessingbook.com © 2004 R. C. Gonzalez, R. E. Woods, and S. L. Eddins Digital Image Processing Using MATLAB ® Chapter 3 Intensity Transformations.

Chapter 5 Image Restoration - ERNETpkalra/csl783/Restoration2013.pdf · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration

Chapter 5 Image Restoration - ERNETpkalra/csl783/Restoration2013.pdf · Digital Image Processing, 2nd ed. © 2002 R. C. Gonzalez & R. E. Woods Chapter 5 Image Restoration