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Most likely that you'll have to ask people to wear some predefined t-shirt, like in popcode demo. I'm not sure that it will work with arbitrary t-shirts. You can try to use Haar cascades or HOG for body detection, but I'm not sure that you'll get robust results.
This task is a bit easier with Kinect, but human body parts recognition systems are still far from real-time...
