The Wikipedia guys release new dumps quite infrequently (every few months), so there isn't an incremental dump update mechanism - the changeset would simply be too big to make it worthwhile.
and I also wish there were formatting + images
Most formatting is retained. Images, however, would simply make the dump too big for the phone.