1

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

2

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

3

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

4

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

5

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

6

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

7

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

8

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

9

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

10

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

11

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

12

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

13

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

Fig. 7.24 (Con’t)

14

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

15

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

16

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

17

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

18

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

19

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing

20

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

© 2002 R. C. Gonzalez & R. E. Woods

Chapter 7Wavelets and Multiresolution Processing

Chapter 7Wavelets and Multiresolution Processing