One key difference being that the death penalty removes the ability for later appeals and compensation if they are found to be innocent. According to one study the wrongful conviction rate of prisoners on death row could be around 4.1% [1] - that equates to around 120 innocent people currently being on death row.

[1] http://www.scientificamerican.com/article/many-prisoners-on-...