Motion induced blindness.
Yes - classic in a car when you come to an intersection. If the car on the cross road is doing a speed that will cause an impact, it will not appear to move in your field of view. Check it next time, watch how the crossing car stays in line with the bug or stone chip on your windscreen. Something to always be aware of.