There is no fees payable for crossing any bridge between Abu Dhabi and Dubai. However Dubai has a Congestion Charge called Salik, which is applicable to certain highways and Bridges in Dubai. You can but your Salik when you get to Dubai. You can buy it from any Petrol Station and make sure you buy before entry these Salik Areas. Good Luck and Safe Driving