While road obstacle detection techniques have become increasingly effective, they typically ignore the fact that, in practice, apparent size of obstacles decreases as their distance to vehicle increases. In this paper, we account for by computing a scale map encoding hypothetical object at every image location. We then leverage perspective (i) generate training data injecting onto synthetic obj...