of std::map.  This is significantly faster.  I also added some missing asserts
to validate that the map problems supplied by the user are valid.

to a wider range of pixel types.

invoked from the makerel script.

were carried out using variables of the same basic type as the input image's pixels.
I changed this to use the scalar type used by the actual filter given to this function
since this should result in fewer surprises (since the filter usually determines what
type is appropriate, not the input image).

in gcc 4.1.1.

added unit tests.

inference in chain-structured factor graphs.

--HG--
rename : dlib/optimization/find_map_nmplp.h => dlib/optimization/find_max_factor_graph_nmplp.h
rename : dlib/optimization/find_map_nmplp_abstract.h => dlib/optimization/find_max_factor_graph_nmplp_abstract.h
rename : dlib/test/find_map_nmplp.cpp => dlib/test/find_max_factor_graph_nmplp.cpp

it begins randomly subsampling possible detection locations rather than
just stopping the detection procedure.