Use fuzzy logic to implement a selective median filter to clean noisy images - PowerPoint PPT Presentation

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Use fuzzy logic to implement a selective median filter to clean noisy images

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The process of image acquisition frequently leads ... Construct membership function and rules. Bitmap format ... Construct membership functions and rules ... – PowerPoint PPT presentation

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Title: Use fuzzy logic to implement a selective median filter to clean noisy images


1
Use fuzzy logic to implement a selective median
filter to clean noisy images
  • HUI LI
  • BSU
  • 11/14/2000

2
Importance
  • The process of image acquisition frequently
    leads(inadvertently)to image degradation .
  • Develop a method to solve this program.
  • Literature review

3
Research step
  • Learn Win32 API programming
  • Learn fuzzy logic basics
  • Learn how to load bitmap using VC
  • Produce test noise on image
  • Algorithm to filter image

4
What is fuzzy logic
  • Ordinary(Crisp) Sets and Fuzzy Sets
  • Use fuzzy logic to deal with uncertainty
  • Construct membership function and rules

5
Bitmap format
  • Bitmap-file header contains type,size,layout of
    a device-independent bitmap file
  • Bitmap-information header contains the
    dimensions, compression type, color format
  • Color table (RGB)

6
What is median filter
  • Bitmap files formats used by the Microsoft
    Windows
  • Defines a neighborhood of the pixel

7
Bitmap noise
8
Continue
9
About load images
  • Get pixel value and set to the context

10
Produce test noise
  • Produce random value(0-255) to replace the
    original pixel value(random point)

11
How to use fuzzy logic to my research paper
  • Construct membership functions and rules
  • Fact 1,difference between highest 5 pixel values
    and 5 lowest pixel values
  • Fact 2,difference between considered point pixel
    value to average value(55 point pixel values)

12
Data analysis
  • Determine which point should be filtered
  •  fact 1
  • 1
  • 0 low med large 255

13
continue
  •  fact 2
  • 1
  • 0 low med large 255

14
Continue
  • small median
    large
  • Small not replace replace
  • Median replace not replace
  • Large replace replace not

15
Schedule
  • Learning Windows programming need more time
  • The total time need 7-8 months

16
Facilities and Special Resource
  • Hardware ,Operating System,VC environment

17
Deliverables
  • This research can be finished using above
    computer program

18
Reference
  • Inside Visual C (David J.Kruglinski)
  • Windows 95 with MFC (Jeff Prosise)

19
THANK YOU
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