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image segmentation using horizontal histogram

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ayushi
ayushi el 12 de Jun. de 2016
Comentada: ayushi el 16 de Jun. de 2016
@Image Analyst sir as to answered in How to automatically identify text lines from projection plot? question i am using the same approach to segment the characters and the image on which i am using the provide method is given below:
as per the code:
H = sum(rotatedImage, 2);
subplot(2, 2, 2);
plot(H, 'b-');
title('histogram', 'FontSize', 15)
grid on;
darkPixels = H < 100; % Threshold
% label
[labeledRegions, numberOfRegions] = bwlabel(darkPixels);
fprintf('Number of regions = %d\n', numberOfRegions);
% Find centroids
measurements = regionprops(labeledRegions, 'Centroid');
% Get them into an array
allCentroids = [measurements.Centroid];
xCentroids = int32(allCentroids(1:2:end));
yCentroids = int32(allCentroids(2:2:end));
% Now you can just crop out some line of text you're interested in, into a separate image:
plotLocation = 12;
for band = 1 : numberOfRegions-1
row1 = xCentroids(band);
row2 = yCentroids(band+1);
thisLine = rotatedImage(row1 : row2, :);
subplot(10, 1, plotLocation);
imshow(thisLine, []);
plotLocation = plotLocation + 2;
end
when i am running this there is a error:
Number of regions = 4 ??? Error using ==> subplot at 296 Index exceeds number of subplots.
Error in ==> UNTITLED>pushbutton2_Callback at 295 subplot(2, 1, plotLocation);
Error in ==> gui_mainfcn at 96 feval(varargin{:});
Error in ==> UNTITLED at 42 gui_mainfcn(gui_State, varargin{:});
Error in ==> @(hObject,eventdata)untitled('pushbutton2_Callback',hObject,eventdata,guidata(hObject))
??? Error while evaluating uicontrol Callback
and could you please explain me what darkPixels = H < 100; % Threshold is doing in the code and how we can take value as there is H < 100 ???
please help me to correctly segment the horizontal lines of the above image thank you

Respuestas (1)

Image Analyst
Image Analyst el 12 de Jun. de 2016
You said plotLocation = 12 but you're only allowing 10 rows and 1 column of plots when you did this:
subplot(10, 1, plotLocation);
Change it to
subplot(12, 1, plotLocation);
if you know that there will be 12 plots. But you should really figure out how many lines there should be from the variables in the code, like numPlots = numberOfRegions or whatever. Also not sure why you're incrementing plotLocation by two.
  2 comentarios
Image Analyst
Image Analyst el 14 de Jun. de 2016
What is numberOfRegions? Maybe you need to change the threshold from 100 to something else. Why don't you plot H and see what it looks like?
ayushi
ayushi el 16 de Jun. de 2016
sir it is giving me the proper segmentation of line and i think i can use the same code if i want to get the letters vertically from the above code what will be the input image for vertical profiles?? it is not taking all of the segmented lines code is :
H = sum(thisLine, [], 1);
darkPixels = H < 100; % Threshold
% label
[labeledRegions, numberOfRegions] = bwlabel(darkPixels);
fprintf('Number of regions = %d\n', numberOfRegions);
% Find centroids
measurements = regionprops(labeledRegions, 'Centroid');
% Get them into an array
allCentroids = [measurements.Centroid];
xCentroids = int32(allCentroids(1:2:end));
yCentroids = int32(allCentroids(2:2:end));
% Now you can just crop out some line of text you're interested in, into a separate image:
hold off;
plotLocation = 5;
for band = 1 : numberOfRegions-1
row1 = xCentroids(band);
row2 = xCentroids(band+1);
thisLine = rotatedImage(row1 : row2, :);
subplot(7, 2, plotLocation);
imshow(thisLine, [])
plotLocation = plotLocation + 2;
end

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