"In particular, we show high quality retrieval
results without any consideration of the geometric layout
of visual words within the frame" - section 2

Although they make the argument that the geometry checks can be used on the top n matches, I think this method could be really improved if the geometry was somehow tied into the tree.

On the other hand, their results look very impressive!