I recently did this (Edit: import) via sqlite for somebody, the iOS->Android direction, but with knowledge about both databases schema you can go both ways. Whatsapp also has the I->A route in beta for some time too?

There are some preconditions, it's not the easiest, but "no 3rd party" required so to speak