While I was playing suddenly a dialog popped up that said told me Dirty Bomb had run out of video memory. At the time of the crash 1GB out of the 4GB available were in use.
System info:
EVGA GeForce GTX 670 FTW+ 4GB, Game Ready Driver version 372.54
Intel i5 -3570
8 GB RAM
Windows 8