CODEWITHSUNDEEP
imagematlabimage-processingimage-segmentation
Ph9
Ph9

Reputation: 93

Matlab removal of skull from MRI images in .png format

I have been given data to create spatial priors for GM WM and CSF for a project involving brain segmentation using the level set method.

I am currently stuck on how to remove the skull from Axial coronal and sagittal vies of the brain? essentially i want to extract the brain and just have the GM, WM and CSF intact.

I have attempted using thresholding and regionprops in matlab but they leave a piece of the skull always and then remove some of the GM etc.

ideally i would like to make it a built in part of my final piece of code.

Thanks in advance for any advice or guidance on this.

The image below is similar to the data I have, except in my case the skull is not perfectly connected.

How would i extract the CSF and GM and WM from this? i am confused as to how to threshold the image for each type of tissue to create a sort of statistical map.

enter image description here

Upvotes: 1

Views: 3210

Answers (1)

lennon310
lennon310

Reputation: 12689

Without seeing your image, it is hard to tell how and whether the extraction method fits in your case. Yet basically, I guess bwconncomp/bwlabel and ismember are supposed to work.

One example:

I=imread('mri.jpg');
I=rgb2gray(I);
subplot(1,2,1)
imshow(I)
BW=im2bw(I,graythresh(I));
[L,n]=bwlabel(BW);

mask=ismember(L,2:n);
I1=I.*uint8(mask);
subplot(1,2,2)
imshow(I1)

Result (left is the original image, and right is the one after skull removal):

enter image description here

Upvotes: 1

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