In recent years, unmanned vehicles have attracted much attention due to their wide range of applications. In most cases, the navigation systems of these vehicles rely on GPS. However, there are many applications that require operation in environments without GPS. For example, special missions or operations in complex urban environments. We design a vision-based navigation algorithm that uses the processed images from a monocular camera instead of GPS.