C++ code representation for automatic design patterns detection

I'm working on a research project where I aim to build an a tool that automatically detect the implementation of certain design patterns in C++ code.

C++ code being complex, I want to have a simplified view of the given C++ project source code, let's say XML.

My first question is : would this be a good approach ? Is there any tool that can help me achieve this ?