Pre trained vehicle detection network
You can take a look at the YoloNet which detects Objects based on Pascal VOC 2012 dataset. 
Here is the link to it : https://github.com/pjreddie/darknet/wiki/YOLO:-Real-Time-Object-Detection

You should be able to detect vehicles with this pre-trained model.