Developments in the satellite technologies have specifically provided the opportunity of determination of the large areas in details and in this respect, production of the reliable and extended recent data quickly. Thus, the fast developments in urban areas can be followed and strategies of directing those developments can be formed. In this respect, automatic object extraction approaches have recently become necessary for large-scale topographic mapping from the images, determining the changes of topography and revising the existing map data. For mapping from high resolution space imagery or GIS database construction and its update, automatic object-based image analysis has been generally used for remote sensing applications in recent years. Besides, as the products obtained by automatic object-based extractions are GIS-based, they can be integrated to GIS, queried and various strategic analyses can be made.