The same ranks exist in the US:

1. Assistant Professor

2. Associate Professor

3. [Full] Professor

As far as I know, you should only use the title "Prof." to refer to a "full" professor, and "Dr." for assistant and associate professors. In reality, everyone is just referred to as a "professor".