subplot - how to have the same aspect ratio ?

I am using subplot to imshow() a rgb image and imagesc() an integer array. Both matrices have the same rows and columns. I would like to know how I can 'reshape' both of them in the subplot so that they share the same original aspect ratio. Currently only the image drawn with imshow has the right aspect ratio.
figure;
subplot(1,2,1);
imshow(image_rgb);
subplot(1,2,2);
imagesc(reshape(idx,COLS,ROWS)')

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