First uninstall any existsting versions of Open CV (it caused problem for me as I had older version installed).
Then follow the steps give at http://pythonic.nl/blog/2011/nov/5/opencv-231-packages-ubuntu-1110-cuda-support/
Then say thanks to Gijs Molenaar :).
Random Instructions 