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The core of ROS does run on ARM based processors. armel deb build status -- ROS Electric

I know that people run ROS on Gumstix, PandaBoards and BeagleBoards. Usually on top of Linaro or Ubuntu. If you use Ubuntu you can use the binary debs linked above, otherwise you can use the compile from source installation method.

binary install instructions

source install instructions