How to detect windows or doors in a picture?

Which image processing techniques could be used to implement an application that detects windows and/or doors in pictures?

I'm looking for something that can be written in C++, using Open Source technologies.

The idea is to detect doors and/or windows in pictures taken from the inside, right across from them.