Exactly the plan for outlier cases. Though perhaps not GTA...
And if driving in highway is a problem, why not use a test terrain complete with fog generator? With RC car representing pedestrian, other car, animal, ... feed the video first into an AR system and then give it to the neural net.
anyway good hack, I wish you well :)