Best gesture recognition algorithm for Kinect?

You can download from Gesture Detection Using Machine Learning.

I don't know about developing your own gesture recognition algorithms, but if you for some reason want to avoid Microsoft's libraries you can try checking out the OpenKinect project and the Openni libraries. You can read more about it here: http://openkinect.org/wiki/Main_Page.

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