'To cut a corner' means 'to cut across' from one road to another instead of following the actual direction of the roads and turning at the junction. So in this sense you could use both because to cut across means 'to go across instead of going around the edge'.
'To cut corners' on the other hand is idiomatic and means to do things in the cheapest, quickest or easiest way.