Methods and systems described herein enable self-supervised road detection in images. The method includes receiving an image, segmenting the image into at least one fragment based at least in part on at least one pixel feature, determining, using a processor, a road likeness score for the at least one fragment based at least in part on a medial radius, and identifying roads based at least in part on the road likeness score.