Detect voids in FRC by Image Processing Toolbox
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Mikkel Eilers
el 25 de Nov. de 2021
Comentada: Image Analyst
el 26 de Nov. de 2021
I want to detect voids in FRC through image processing, and so far I have put up a code that can detect some circles by drawing a line that represent the diameter for a void, but I cant seem to circle every void with the given diameter.
clear
foto = imread("SNAP-134309-0001.jpg");
gsfoto = im2gray(foto);
BWfoto= imbinarize(gsfoto);
imshow(foto);
d = drawline;
pos = d.Position;
diffpos = diff(pos);
diameter = hypot(diffpos(1),diffpos(2))
Rmin = diameter*0.275;
Rmax = diameter*0.5;
[centersDark, radiiDark] = imfindcircles(foto,[fix(Rmin),fix(Rmax)],"ObjectPolarity","dark","Sensitivity",0.9,"EdgeThreshold",0.2);
viscircles(centersDark,radiiDark,"color","r")
I also cant seem to filter away the black "noise" to detect the voids by "imbinarize".
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Image Analyst
el 25 de Nov. de 2021
You forgot to attach the image.
It looks like you're trying to detect bark blobs in a certain range. Why not just use regionprops():
% Throw out blobs in in range
areaMin = pi * Rmin^2 / 4;
areaMax = pi * Rmax^2 / 4;
BWfoto = bwareafilt(BWfoto, areaMin, areaMax);
% Measure what's left to get centers and equivalent circular diameters.
props = regionprops(BWfoto, 'Centroids', 'EquivDiameter');
centroids = vertcat(props.Centroid);
diameters = [props.EquivDiameter];
% Display circles in overlay.
viscircles(centroids, diameters, 'Color', 'r')
If you have some blobs in that size range that are not circular and you don't want those, then you can filter out based on circularity. Untested code:
props = regionprops(BWfoto, 'Centroids', 'EquivDiameter', 'Area', 'Perimeter');
areas = [props.Area];
perimeters = [props.Perimeter];
% Calculate circularities:
circularities = perimeters .^2 ./ (4 * pi * filledAreas);
indexes = find(circularities < 3); % or some number.
% Label the blobs to assign each contiguous blob an ID number.
labeledImage = bwlabel(BWfoto);
% Extract only those that are circular enough.
roundBlobsOnly = ismember(labeledImage, indexes);
Más respuestas (2)
Mikkel Eilers
el 26 de Nov. de 2021
Editada: Mikkel Eilers
el 26 de Nov. de 2021
1 comentario
Image Analyst
el 26 de Nov. de 2021
I don't see anything in there that is circular except possibly some small debris. What are the voids? The light gray, the darker/medium gray blobs, or the really dark/black small blobs? So no wonder imfindcircles() didn't find any since there aren't any. Why do you think you want only circular blobs and not irregularly shaped blobs?
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