Since React Native release 0.14 the handling of images has been normalized for iOS and Android and is now different. I could not find any documentation except for this very clear commit note on Github: Document new asset system.
There’s only a screenshot of the proposed documentation:
Update:
There is a link now for the real documentation:
https://facebook.github.io/react-native/docs/images.html