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. 
