But it's deterring quality can also backfire, for example in a case where the perpetrator knows that a certain crime that he/she is committing is punishable by death - there is a higher incentive for him/her to kill all potential witnesses.

That is why at certain point the attended deterrence can actually cause more crime than it decreases.