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Here are several resources that discuss this:

http://wiki.ros.org/openni_kinect/kinect_accuracy
Accuracy analysis of Kinect Depth Data
http://cs.stanford.edu/people/teichman/papers/rss2013.pdf (Includes raw values and a calibration technique for generating a mapping that improves accuracy throughout a single depth image)

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