Here's what people from Imperial College are able to do with a single camera. This specific camera's got a pretty good resolution, so I wouldn't expect the same results if you were to use a webcam.
More recently, Maxime Meilland managed to get some amazing results fusing color with range images (using a Kinect). This is going to be presented soon at ICRA this year!
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