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This was either a PCL or OpenNi issue but I'm not sure which. I reformatted my pc and installed ROS followed by rtabmap and everything worked fine.

I may have been able to install https://github.com/introlab/rtabmap_ros.git anyway but I had reinstalled Ubuntu before I found out I could build the rtabmap launch tools independently.

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