If you are working on brain tumor segmentation, then the best choice is Brats challenge dataset which comes with ground truths for different lesions. You can find it here:
I use Matlab to read the mha files but unfortunately the read images are in black and white not in grey scale, how can I use them to compare them with my result of segmentation