Our representation makes object boundaries explicit, allowing their structure to be exploited by the algorithm.  Note that it is very important
to make the structure explicit.  Although inference algorithms can try to find decompositions on their own, this is a hard problem by itself.  The
 algorithm can gain tremendously by having the structure made explicit by the representation.

This turns out to help a lot, but not quite enough.