This guy gave a talk at my university a few weeks ago. He did some live demonstrations and I was really impressed. With a video camera he did live detection in the room and was classifying dozens of objects. Like the screen was filled with identification boxes. He also did a demo where he used his cell phone. Not as many classifications, but still about a dozen.

Everyone was pretty impressed. I'm always impressed when I see live demos go (almost) flawlessly.