As mentioned in this post
A shape-based retrieval system:
The use of shape as a cue for indexing into pictorial databases
This has been traditionally based on global invariant statistics and deformable templates, and local edge correlation on the other.
an intermediate approach based on a characterization of the symmetry in edge maps