I want to write an application which takes a single image an classifies each pixel as "street" or "not street". To do so, I need training / testing data. One possible application is for self-driving cars or car assistance systems. So the camera is within the car and looks at the street from a drivers perspective.
Where can I get such (preferably labeled) data?
(I have found KITTI, but the site seems to be down at the moment and more data is always better.)