Taiwan ranks top one of the world in the ratios of population and area that are threatened by more than three natural disasters. Among various types of disasters, the landslide occurred in mountainous areas is the major one. To gain an insight of the mechanism and the long-term trend of landslide, we need a detailed landslide inventory of Taiwan generated from the same source of data, using the same interpreting method, with a comparable precision. Formosat-2 images of Taiwan area taken from 2005 to 2012 are processed by Formosat-2 automatic image processing system (F-2 AIPS). This system is able to digest the raw data of Gerald format, apply the basic radiometric and geometric correction, output the level-1A product, conduct the rigorous band-to-band coregistration, automatic orthorectification, multi-temporal image geometrical registration, multi-temporal image radiometric normalization, spectral summation intensity modulation pan-sharpening, edge enhancement and adaptive contrast enhancement, and the absolute radiometric calibration. The expert landslide and shaded area delineation system (ELSADS) is then used to produce the shadow and landslide inventory. Based on the concept of minimum catchment, all landslide polygons are grouped to investigate their annual variations. The accuracy of landslide inventory is carefully validated with the manual interpretations from aerial images (25cm), and the mean accuracy is 98%.