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OCR in openCv - how to locate letters

I want to write some kind of OCR in openCV (C++). It's not an OCR for normally text. I have letters in random places on the white background (with small noises).

Before recognizing letters I'd like to find them.

How to do that the best? I'd like to get them as matched rectangle area or vectors of Points with found letter.