The basic problem addressed in the PhD. thesis is road network extraction from Very High Resolution (VHR) satellite images. This thesis includes many references to recent studies, and can be used as a textbook or reference book by undergraduate and graduate students in the fields of remote sensing, photogrammetric engineering, urban science, information science, machine learning, and geographic information science.