A great, widely-used, dataset that teams can benchmark against is a superb start. Kudos to Udacity on this. I'd love to have a blind test set as well that teams can test and rank against.
There will be a blind test set for the challenge itself! Including a public leaderboard. We are asking the world to compete on building the best vision based network for predictive steering.