Wildemann asked . 2021-12-06

Adaptive median filter

clc;
clear all;
close all;
a=imread('cameraman.tif');
figure(1),imshow(a),title('origanal image');
b=imnoise(a,'salt & pepper',.02)
figure(2),imshow(b),title('noisy image');
Smax=9;

for i=1:254
    for j=1:254
        n=b(i:i+2,j:j+2)
        Zmin=min(n(:));
        Zmax=max(n(:));
        Zmed=median(n(:));
        sx=3;
        sy=3;

                A1=Zmed-Zmin;
                A2=Zmed-Zmax;
              if (A1>0) && (A2<0)
                  B1 = Zxy-Zmin;

                  B2 = Zxy-Zmax;
                  if (B1>0) && (B2<0)
                        b(i:i+2,j:j+2) = n(i, j);
                      break;
                  else
                       b(i:i+2,j:j+2) = Zmed;
                      break;
                  end 
              else 
                  sx=sx+2;
                  sy=sy+2;
                  if (sx > Smax) && (sy > Smax)
                      b(i:i+2,j:j+2) = n(i, j);
                  end 
                  end 
      end 
      end 

figure(3),imshow(b),title('denoised image');
i am trying to implement the following algorithm but where the above pro. is wrong i am unable to find ..
 
please help me.......
 
Adaptive median filter changes size of Sxy (the size of the neighborhood) during operation.
? Notation
  Zmin = minimum gray level value in Sxy
  Zmax = maximum gray level value in Sxy
  Zmed = median of gray levels in Sxy
  Zxy = gray level at coordinates (x, y)
  Smax = maximum allowed size of Sxy

? Algorithm
Level A: A1 = Zmed - Zmin
          A2 = Zmed - Zmax
          if A1 > 0 AND A2 < 0, go to level B
else increase the window size
if window size < Smax, repeat level A
else output Zxy
Level B: B1 = Zxy - Zmin
B2 = Zxy - Zmax
if B1 > 0 AND B2 < 0, output Zxy
else output Zmed

 

adaptive median fi... , matlab , programming , signal processing

Related Questions

Expert Answer

John Williams answered . 2024-12-22 07:03:39

You need to take the contents of the "if" block and make it a function that takes the center location and the window size as input arguments. Then in the "else" block you need to increase the window size and call the function. Something like
 
 
% Determine window size.
if (A1>0) && (A2<0)
  windowSize = standardSize; % 3 or whatever
else
  windowSize = % your formula for bigger window
end
% Make the assignment.
newImage(x,y) = GetMedian(x,y,windowSize)

 


Not satisfied with the answer ?? ASK NOW

Frequently Asked Questions

MATLAB offers tools for real-time AI applications, including Simulink for modeling and simulation. It can be used for developing algorithms and control systems for autonomous vehicles, robots, and other real-time AI systems.

MATLAB Online™ provides access to MATLAB® from your web browser. With MATLAB Online, your files are stored on MATLAB Drive™ and are available wherever you go. MATLAB Drive Connector synchronizes your files between your computers and MATLAB Online, providing offline access and eliminating the need to manually upload or download files. You can also run your files from the convenience of your smartphone or tablet by connecting to MathWorks® Cloud through the MATLAB Mobile™ app.

Yes, MATLAB provides tools and frameworks for deep learning, including the Deep Learning Toolbox. You can use MATLAB for tasks like building and training neural networks, image classification, and natural language processing.

MATLAB and Python are both popular choices for AI development. MATLAB is known for its ease of use in mathematical computations and its extensive toolbox for AI and machine learning. Python, on the other hand, has a vast ecosystem of libraries like TensorFlow and PyTorch. The choice depends on your preferences and project requirements.

You can find support, discussion forums, and a community of MATLAB users on the MATLAB website, Matlansolutions forums, and other AI-related online communities. Remember that MATLAB's capabilities in AI and machine learning continue to evolve, so staying updated with the latest features and resources is essential for effective AI development using MATLAB.

Without any hesitation the answer to this question is NO. The service we offer is 100% legal, legitimate and won't make you a cheater. Read and discover exactly what an essay writing service is and how when used correctly, is a valuable teaching aid and no more akin to cheating than a tutor's 'model essay' or the many published essay guides available from your local book shop. You should use the work as a reference and should not hand over the exact copy of it.

Matlabsolutions.com provides guaranteed satisfaction with a commitment to complete the work within time. Combined with our meticulous work ethics and extensive domain experience, We are the ideal partner for all your homework/assignment needs. We pledge to provide 24*7 support to dissolve all your academic doubts. We are composed of 300+ esteemed Matlab and other experts who have been empanelled after extensive research and quality check.

Matlabsolutions.com provides undivided attention to each Matlab assignment order with a methodical approach to solution. Our network span is not restricted to US, UK and Australia rather extends to countries like Singapore, Canada and UAE. Our Matlab assignment help services include Image Processing Assignments, Electrical Engineering Assignments, Matlab homework help, Matlab Research Paper help, Matlab Simulink help. Get your work done at the best price in industry.