What type of images are required for voxel classification?
In general it doesn't matter what the format is, because you will load it as array/matrix anyway.

That being said, I never saw preprocessing being done on DICOM images, usually they are transformed to nifty or something else before anything is being done to it. However, ignorance is not an argument.