I have a binary image. I want to find the pixel value = 1 and label it as the current pixel. Then, I want to sum its 8-neighbor pixel values. If the summation of the 8-neighbor pixel values of the current pixel = 1, then mark that current pixel with marker. Some part of a binary image as follows:
0 0 0 0 0
0 1 0 0 0
0 0 1 1 0
0 0 0 0 1
0 0 0 0 0
I tried the following matlab code but it has some errors (at this line -> Sums = sum(currentPix, nOffsets);). How can I fix it?
Sums = 0;
S = size(BW,1);
nOffsets = [S, S+1, 1, -S+1, -S, -S-1, -1, S-1]'; %8-neighbors offsets
BW_Out = BW;
for row=1:S
for col=1:S
if BW(row,col),
break;
end
end
idx = sub2ind(size(BW),row,col);
neighbors = bsxfun(@plus, idx, nOffsets);
currentPix = find(BW==1); %if found 1, define it as current pixel
while ~isempty(currentPix)
% new current pixel list is set of neighbors of current list.
currentPix = bsxfun(@plus, currentPix, nOffsets);
currentPix = currentPix(:);
Sums = sum(currentPix, nOffsets); %error at this line
if (Sums==1) %if the sum of 8-neighbor values = 1, mark ROI
plot(currentPix,'r*','LineWidth',1);
end
% Remove from the current pixel list pixels that are already
currentPix(BW_Out(currentPix)) = [];
% Remove duplicates from the list.
currentPix = unique(currentPix);
end
end
I think you can actually do this in one line (after defining a kernel that is)
I = [0 0 0 0 0
0 1 0 0 0
0 0 1 1 0
0 0 0 0 1
0 0 0 0 0];
K = [1 1 1;
1 0 1;
1 1 1;];
(conv2(I,K,'same')==1) & I
ans =
0 0 0 0 0
0 1 0 0 0
0 0 0 0 0
0 0 0 0 1
0 0 0 0 0
Breaking this up:
M = conv2(I,K, 'same'); %// convolving with this specific kernel sums up the 8 neighbours excluding the central element (i.e. the 0 in the middle)
(M==1) & I %// Only take results where there was a 1 in the original image.
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