Looks very promising. Self-driving cars will need algorithms like this to understand as much as possible of the environment that they see through the cameras. I think currently things like those ropes that the shepherd is holding in the picture are still very difficult to detect and classify correctly but they could just as well be a line across the road, maybe with a sign on it saying "closed".