Identify the nonzero pixels
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I have a stack of 3D volumes, i.e. 4D with dimensions [156, 192, 26, 41]. I have also a 3D binary mask with dimensions [152, 192, 26].
I would like to identify the locations of the nonzero pixels to speed up a calculation that I am doing in a for loop.
I tried the following but it returns a 1D array. I am looping over the voxels so it doesn't work. If I do that in the loop would it work? My results look totally black so I am not sure if it's the way I identify the nonzero pixels the problem or something else.
f = find(mask(:,:,:,1)>0);
for i=1:size(r,1)
for j=1:size(r,2)
for k=1:size(r,3)
if (mask(i,j,k)>0)
do some calculations..
end
end
end
end
4 Comments
Image Analyst
on 1 Apr 2019
Not sure what you expect as an output. Would it be
- A binary 4-D volume where your original 4-D volume is masked?
- A list giving the indexes of the non-zero pixels in the mask?
- The total number of non-zero pixels in the masked volume?
Walter Roberson
on 1 Apr 2019
Is it possible for the values to be negative? Because you ask about finding non-zero pixels, but your code tests for > 0 .
Gina Carts
on 1 Apr 2019
Image Analyst
on 1 Apr 2019
He's not asking about the mask of course. We know that masks have only 0 and 1. He's asking about the 4-D array that the mask is to be applied to.
Plus you didn't answer my question. Do you want 1, 2, or 3.
Answers (2)
Ideally, your code would have no more than one loop. It could look like the following,
locations=(mask>0);
for i=1:41
A=volume_stack(:,:,:,i); %extract a 3D volume from stack
B = A(locations); %extract its masked voxels
A(locations) = .... calculations with B ....;
volume_stack(:,:,:,i)=A; %put back in the stack
end
Walter Roberson
on 1 Apr 2019
idx = find(mask);
[r, c, p] = ind2sub(size(mask), idx);
Now mask(r(K), c(K), p(K)] is nonzero, and you can access
Your4DArray(r(K), c(K), p(K), :)
However, I notice that your 4D array has 156 rows but your mask has 152 rows, and I do not know how the mask matches the array.
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