How to write imageDatastore include labels.
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mohd akmal masud on 23 Aug 2022
I have the original data (ImageTr as attached), and labels data (LabelsTr as attached) for training. My problems is how to write imageDatastore include labels in it?
Because the labels in LabelsTr folder
I try this one but was error.
DATASetDir = fullfile('C:\Users\Akmal\Desktop\NEW 3D U NET');
IMAGEDir = fullfile(DATASetDir,'ImagesTr');
volReader = @(x) matRead(x);
volds = imageDatastore(IMAGEDir, ...
% labelReader = @(x) matread(x);
matFileDir = fullfile('C:\Users\Akmal\Desktop\NEW 3D U NET\LabelsTr');
classNames = ["background", "tumor"];
pixelLabelID = [0 1];
% pxds = (LabelDirr,classNames,pixelLabelID, ...
pxds = pixelLabelDatastore(matFileDir,classNames,pixelLabelID, ...
p = imageDatastore(volds,pxds);
Error using imageDatastore
Expected a string scalar or character vector for the parameter name.
David Ho on 24 Aug 2022
To combine the two datastores into a single datastore, one option would be to use the combine function to create a CombinedDatastore:
cds = combine(volds, pxds);
Alternatively, if you wish to use the datastore for semantic segmentation, you might find a randomPatchExtractionDatastore to be the most useful:
patchSize = [50 50 50];
patchds = randomPatchExtractionDatastore(volds, pxds, patchSize);
This extracts corresponding randomly-positioned patches from the two datastores.
For a complete example showing how to perform semantic segmentation of 3-D volumes using deep learning, you can take a look at this example:
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