This study focuses on identifying the geomorphological feature that controls the location of landslides. We propose generating eigenvalues from the axial orientation data that may tell ground characteristics. The preliminary landslide assessment using the proposed approach discriminates well the geomorphological feature between stable and unstable domains. Results are also useful in mapping the previous landslide inventory where the historical records of landslide incidents have vanished.