Precise and reliable localization systems play an important role for smart living. Global Positioning System (GPS) is popular for outdoor applications. However, it suffers from the constraint of Line of Sight (LOS) because of its weak signal reception in an indoor environment. In order to reduce this usage constraint for indoor localization, lots of research have been conducted and published in the literature, including wireless signal positioning system, computer vision positioning system, Inertial Measurement Unit (IMU) positioning system, and pre-installed sensing environment system. In this paper, we will give a comprehensive survey and detail analysis on wireless signal positioning system and IMU positioning system. Hopefully this report will be helpful for someone who wants to design precise and low-cost indoor positioning system in the future.