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meanFilter.m
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meanFilter.m
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imgFolder = "Data Laser\";
img = dir(imgFolder +"*.jpg");
nfiles = length(img);
for i=1:nfiles
currentfilename = imgFolder + img(i).name;
currentimage = imread(currentfilename);
sample{i} = currentimage;
end
kernelsize = [3,15,55];
estMinDist = [150,300,500,850,1450];
for i=1:nfiles
%[img_crop,rect] = imcrop(sample{1});
img_crop=imcrop(sample{i},[1200+((nfiles-i)*125) 1300 2000-((5-i)*200) 400+((i-1)*50)]);
imshow(img_crop)
%%
for j=1:length(kernelsize)
disp("data"+i+"_"+kernelsize(j));
img_filter = imboxfilt(img_crop,kernelsize(j));
img_hsv = rgb2hsv(img_filter);
img_sat = img_hsv(:,:,2);
%%
t = graythresh(img_sat);
bintik = (img_sat>t);
imshow(bintik);
%%
[centers,radii] = imfindcircles(bintik,[15 40],'ObjectPolarity','dark','Sensitivity',0.9);
for inc=3:20
for base=10:40
if size(centers,1) >= 2 || sum(pdist(centers)>50*i) == 0
[tempcenters,tempradii] = imfindcircles(bintik,[base base+inc],'ObjectPolarity','dark','Sensitivity',0.9);
if (2 <= size(tempcenters,1)) && (size(tempcenters,1) <= size(centers,1)) && (sum(abs(pdist(tempcenters)-estMinDist(i)) <= 100) >= 1 )
centers = tempcenters;
radii = tempradii;
end
end
if (size(centers,1) <= 3) && (sum(abs(pdist(tempcenters)-estMinDist(i)) <= 100) >= 1)
break
end
end
end
imshow(bintik);
ncircle = size(centers,1);
if isempty(centers) == 0
centersX = centers(:,1);
centersY = centers(:,2);
for icircle=1:ncircle
viscircles(centers(icircle,:),radii(icircle),'color',[icircle/(ncircle/2)*(icircle<=(ncircle/2)) 0 (icircle-(ncircle/2))/(ncircle/2)*(icircle>=(ncircle/2))]);
end
distance = pdist(centers);
if ncircle == 2
distance = [distance; nan(abs(size(centers,1)-size(distance,1)), 1)];
T = table(centersX,centersY,radii,distance);
elseif ncircle == 3
T = table(centersX,centersY,radii,distance.');
else
T = table(centersX,centersY,radii);
end
writetable(T,"Result\mean\csv\data"+i+"_mean_"+kernelsize(j)+".csv")
end
f = getframe();
imwrite(f.cdata,"Result\mean\data"+i+"_mean_"+kernelsize(j)+".jpg");
end
end