filter objects below a certain size in a binary image ?

1 view (last 30 days)
clear
clc
A5=imread('C:\Users\AMIT\Desktop\CB\sulphur\4-5.jpg');
imshow(A5);
BW = im2bw(A5,0.5);
imshow(BW,0.5)
C = imcrop(BW);
bw2 = bwareaopen(C,5);
figure, imshow(bw2)
ComplementImage=imcomplement(bw2);
imshow(ComplementImage);
[labeledimage,numberofobject]=bwlabel(ComplementImage);
numberofobject
% bwareaopen is not working even if I increase 5 to another higher value

Accepted Answer

Image Analyst
Image Analyst on 20 Jan 2015
Well of course not. You inverted the image so you have only one object - the background. Don't do that! Try this code:
clc; % Clear the command window.
close all; % Close all figures (except those of imtool.)
clear; % Erase all existing variables. Or clearvars if you want.
workspace; % Make sure the workspace panel is showing.
format long g;
format compact;
fontSize = 20;
originalImage=imread('D:\Temporary stuff/1234.jpg');
subplot(2,2,1);
imshow(originalImage);
axis on;
% Enlarge figure to full screen.
set(gcf, 'Units', 'Normalized', 'OuterPosition', [0 0 1 1]);
% Give a name to the title bar.
set(gcf, 'Name', 'Demo by ImageAnalyst', 'NumberTitle', 'Off')
BW = im2bw(originalImage,0.5);
subplot(2,2,2);
imshow(BW, []);
axis on;
promptMessage = sprintf('Do you want to crop the image,\nor Cancel to abort processing?');
titleBarCaption = 'Continue?';
button = questdlg(promptMessage, titleBarCaption, 'Continue', 'Cancel', 'Continue');
if strcmpi(button, 'Cancel')
return;
end
message = sprintf('Drag out a box in the upper right image\nthen double-click inside to finish');
uiwait(helpdlg(message));
croppedImage = imcrop(BW);
bw2 = bwareaopen(croppedImage, 9);
bw2 = imclearborder(bw2); % Get rid of huge white surround.
subplot(2,2,3);
imshow(bw2)
axis on;
[labeledimage, numberofobjects] = bwlabel(bw2);
numberofobjects
message = sprintf('The number of objects = %d', numberofobjects);
uiwait(helpdlg(message));
measurements = regionprops(labeledimage, 'Area');
allAreas = sort([measurements.Area], 'Descend')
  5 Comments
Image Analyst
Image Analyst on 21 Jan 2015
This one needs to be inverted since it's not a binary image to start with like the original image you posted. The code is below and does give different numbers of objects if you vary the parameter to bwareaopen().
clc; % Clear the command window.
close all; % Close all figures (except those of imtool.)
clear; % Erase all existing variables. Or clearvars if you want.
workspace; % Make sure the workspace panel is showing.
format long g;
format compact;
fontSize = 20;
originalImage=imread('D:\Temporary stuff/4-1.jpg');
subplot(2,2,1);
imshow(originalImage);
axis on;
% Enlarge figure to full screen.
set(gcf, 'Units', 'Normalized', 'OuterPosition', [0 0 1 1]);
% Give a name to the title bar.
set(gcf, 'Name', 'Demo by ImageAnalyst', 'NumberTitle', 'Off')
BW = ~im2bw(originalImage,0.5);
subplot(2,2,2);
imshow(BW, []);
axis on;
promptMessage = sprintf('Do you want to crop the image,\nor Cancel to abort processing?');
titleBarCaption = 'Continue?';
button = questdlg(promptMessage, titleBarCaption, 'Continue', 'Cancel', 'Continue');
if strcmpi(button, 'Cancel')
return;
end
message = sprintf('Drag out a box in the upper right image\nthen double-click inside to finish');
uiwait(helpdlg(message));
croppedImage = imcrop(BW);
bw2 = bwareaopen(croppedImage, 9);
bw2 = imclearborder(bw2); % Get rid of huge white surround.
subplot(2,2,3);
imshow(bw2)
axis on;
[labeledimage, numberofobjects] = bwlabel(bw2);
numberofobjects
message = sprintf('The number of objects = %d', numberofobjects);
uiwait(helpdlg(message));
measurements = regionprops(labeledimage, 'Area');
allAreas = sort([measurements.Area], 'Descend')

Sign in to comment.

More Answers (0)

Categories

Find more on Specifying Target for Graphics Output in Help Center and File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!