I got a Qatar Driving licence by just showing my valid UAE DL and paying the necessary fees in March 2015, in my knowledge there is no change in the rule so far.
To do this, please visit the Traffic Department HQ in Madinat Kalifa, with a typed in form, 2 passport photographs and company NOC.