A deep understanding of our visual world is more than an isolated perception on a series objects, and the relationships between them also contain rich semantic information. Especially for those satellite remote sensing images, span so large that various objects are always different sizes complex spatial compositions. Therefore, recognition relations conducive to strengthen scenes. In this paper...