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OpenCV 3.0 removes the gpu namespace and replaces it with something else. Also, it has vastly improved OpenCL support as compared to back when we decided to use the gpu module.
Rewrite the CUDA background tasks to use the new CUDA/OpenCL functionality.
Identify other places in the code where we can profit from the new functionality -- often just by changing the mat type, see: http://docs.opencv.org/master/db/dfa/tutorial_transition_guide.html