How can i crop images from multiple folders that are located under one main folder to a specific size before i feed it through a CNN?

categories = {'Cardiomegaly','Infiltration', 'No Finding'};

rootFolder = 'C:\Users\roro\Downloads\Data';

imds = imageDatastore(fullfile(rootFolder, categories), ...

'LabelSource', 'foldernames');

Answer 1

[Raunak Gupta]

Hi,

You can use augmentedImageDatastore to augment the images read by imageDatastore. The cropping function can be achieved using the OutputSizeMode as ‘centercrop’. You may ‘randcrop’ also if you want cropping to be random instead of focusing at center. Below code might help.

rootFolder = 'C:\Users\roro\Downloads\Data'; 
imds = imageDatastore(fullfile(rootFolder, categories), ... 
     'LabelSource', 'foldernames'); 
% imageSize must be defined according to the final cropped image size 
imageSize = [28 28 1]; 
augimds = augmentedImageDatastore(imageSize,imds,'OutputSizeMode','centercrop'); 

augimds can then feed to CNN instead of imds.

[Rana Jud]

Thank you !

[sania urooj]

Hey ! can you please tell me how to read mat files with folder label instead of images?

[sania urooj]

I am merging mat files using the given code but need to concentenate labels into a single file. kindly help.

D = 'D:folder\"

S = dir(fullfile(D,'*.mat'));

for k = 1:numel(S)

F = fullfile(D,S(k).name);

C = struct2cell(load(F));

S(k).data = C{1};

end

M = vertcat(S.data);

save(fullfile(D,'merged.mat'),'M')