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I have been reading through the description of this system ARTOS at the link given - this looks fascinating, but on a practical note it is way overkill for what I am trying to ( recognize a simple 2-dimensional target in a camera input stream and track it across video frames ).

The face recognition examples are also way more complex than what I need.

I see there is no tutorial for the Object Recognition yet, either - the ARTOS stuff is real-time interactive adaptive - I need more simple static compiled-offline patterns that can be found in the input video stream. I get to control (somewhat) what the target I'm trying to track looks like, so I'm going for the absolute simplest examples I can get. I will put this together as a tutorial / how-to once I figure it out...