How can I calculate the iou and dice for each slices in a CT volume to obtain the mean for all the volume?
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This is my code:
load("25_1_50epochs.mat")
destinationSkullTest11 = "C:\Users\User\Documents\SEM 7\FYP\Dataset\U-net\Image Test";
destinationMasksTest11 = "C:\Users\User\Documents\SEM 7\FYP\Dataset\U-net\Mask Test";
destinationPredictionFolder = "C:\Users\User\Documents\SEM 7\Deep Learning\Predicted Test";
pixelLabelID = [1 0];
classNames = ["fracture" "background"];
SkullFiles = dir(destinationSkullTest11);
SkullDirectoryNames = {SkullFiles([SkullFiles.isdir]).name};
SkullDirectoryNames = SkullDirectoryNames(~ismember(SkullDirectoryNames,{'.','..'}));
MaskFiles = dir(destinationMasksTest11);
MaskDirectoryNames = {MaskFiles([MaskFiles.isdir]).name};
MaskDirectoryNames = MaskDirectoryNames(~ismember(MaskDirectoryNames,{'.','..'}));
for z = 1:length(SkullDirectoryNames)
fullfileSkull = fullfile(destinationSkullTest11,SkullDirectoryNames(z));
fullfileMask = fullfile(destinationMasksTest11,MaskDirectoryNames(z));
imdstest11 = imageDatastore(fullfileSkull,"FileExtensions",".png","LabelSource","foldernames");
pxdstest11 = pixelLabelDatastore(fullfileMask,classNames,pixelLabelID,"FileExtensions",".png");
mkdir(fullfile(destinationPredictionFolder, MaskDirectoryNames{z}));
targetFolder = fullfile(destinationPredictionFolder, MaskDirectoryNames(z));
pxdsResults11 = semanticseg(imdstest11,net,"WriteLocation",targetFolder);
for t = 1:length(pxdsResults11.Files)
gt = readimage(pxdstest11,t);
pr = readimage(pxdsResults11,t);
confmat = segmentationConfusionMatrix(pr,gt);
% IoU = TP / (TP + FP + FN)
numeiou(t,:) = confmat(1,1);
denoiou(t,:) = confmat(1,1) + confmat(1,2) + confmat(2,1);
numeiouall = sum(numeiou);
denoiouall = sum(denoiou);
% Dice = 2TP / (2TP + FP + FN)
numedice(t,:) = 2*confmat(1,1);
denodice(t,:) = 2*confmat(1,1) + confmat(1,2) + confmat(2,1);
numediceall = sum(numedice);
denodiceall = sum(denodice);
end
miou(z,:) = sum(numeiouall)/sum(denoiouall);
mdice(z,:) = sum(numediceall)/sum(denodiceall);
end
meaniou = mean(miou);
meandice = mean(mdice);
3 Comments
Image Analyst
on 29 May 2022
Looks like the problem is you didn't read the posting guidelines
and 25_1_50epochs.mat is not attached. Can you attach it after you read the above link? We'll check back later for it.
Wan Faiz
on 29 May 2022
Image Analyst
on 29 May 2022
Can you use your MATLAb drive? See the 9 spot menu item on the right of your icon in the upper right corner of this page.
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